{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-25T13:01:47.162918Z",
     "start_time": "2025-02-25T13:01:45.798924Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:01:50.075043Z",
     "start_time": "2025-02-25T13:01:49.906502Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 传入x和y, 通过plot画图\n",
    "plt.plot([1, 0, 9], [4, 5, 6])\n",
    "plt.show()"
   ],
   "id": "eb8071d60d537b07",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:01:56.659459Z",
     "start_time": "2025-02-25T13:01:56.561733Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "bc311d938087347a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:02:43.866922Z",
     "start_time": "2025-02-25T13:02:43.782133Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3)  \n",
    "# alpha透明度，linestyle 线的类型，linewidth 线的宽度\n",
    "plt.show()"
   ],
   "id": "21b2f10a526d7419",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:03:11.640786Z",
     "start_time": "2025-02-25T13:03:11.559997Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')  # marker标记的形状\n",
    "plt.show() # 显示图形"
   ],
   "id": "141731be80df6da1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.4保存图像",
   "id": "ce32969d360fbf29"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T03:04:31.334176Z",
     "start_time": "2025-02-25T03:04:31.268562Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置，步长为2，从2到26\n",
    "y = [random.randint(15, 30) for i in x] # 随机生成y轴的数值，范围15-30\n",
    "\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；                                                              dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('t1.png') # 保存图片\n",
    "plt.savefig('t1.svg') # 保存矢量图"
   ],
   "id": "b702ffab4cac71f4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.5设置刻度",
   "id": "5b9bf41887a3b3a9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:10:53.188526Z",
     "start_time": "2025-02-25T13:10:53.038971Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for _ in x]  # 随机生成y轴的数值\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x) \n",
    "# plt.xticks(range(1,25)) # 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1)) # 设置y轴的刻度,范围从最小值到最大值+1\n",
    "\n",
    "# 构造x轴刻度标签\n",
    "x_ticks=range(1,25)\n",
    "x_ticks_label = [f\"{i}:00\" for i in x_ticks] # 设置x轴的刻度标签,格式为\"i:00\"\n",
    "plt.xticks(x_ticks,x_ticks_label,rotation = 45) #rotation = 45 让字旋转45度,使得标签不重\n",
    "# # 设置y轴的刻度标签\n",
    "y_ticks=range(min(y),max(y)+1)\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in y_ticks] #.format()格式化字符串,\n",
    "plt.yticks(y_ticks,y_ticks_label)\n",
    "\n",
    "# 绘 图\n",
    "plt.plot(x,y) \n",
    "plt.show()"
   ],
   "id": "4617851832421d3c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置中文",
   "id": "c33df469f0e87683"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:24:08.670499Z",
     "start_time": "2025-02-25T13:24:08.666963Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager # 导入字体管理器,用于设置字体\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) "
   ],
   "id": "e5609b8d5c58395b",
   "outputs": [],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:29:16.679991Z",
     "start_time": "2025-02-25T13:29:16.495638Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) \n",
    "plt.plot(x,y)\n",
    "plt.xlabel('时间',rotation=45,fontproperties=my_font) # 设置x轴的标签，fontproperties设置字体\n",
    "plt.xticks(range(0,120,10),rotation = 0)\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "8fdbc4957a09aec9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '每分钟跳动次数')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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e/+IvnNIe/Az4mc87zyFtoYoMI2xBbgJUCANAOYkcSRQBwU4eBBSVICRRmHPTTUJceunKrwnLPOzhICg//Wmn+AYELJSQ+Jlg3b74Yt8mjuuArE+U71x3nR5BzGAwGAwGg1EgmHxkMBgMBoPBKDOiiEcQjiC2QHyhPAbkYxzxCKLwD//QyY+EUpEAwhK/oLADCQbirFURGAZkFkJFiGzFMOKRFJlEtFGJSmuBDbIXQf61/v8NNwjx4INCfP7zy0txnvQk5+fEzwtlJUhDlTxEvIY/+RMhXv1qh9QD0HwN1SW+JlSN+DtIw1bAvg31IV4nAFs1FJof+YhDYoYBmZzIqQQB+fKXO9cJr3v/foesxe+t7djIg0QZzT/+o2MRRxkNAXZ6kMIgLNEoDnUlrh+DwWAwGAxGybHq1CkVPwyDwWAwGAwGo3RA1iEUjMgdBLlFBS2tgLoONuxXvSrctguSD8pBkFtQBqoWzoBAi1NJwq6Mpm58/aiyljAg4xFt0U94grACqAZBYqLMJayUB8pGkIvveIejQIwC8jdBHEJ1CHVlVFlO0JYNZSTIXmrRvusu55q0NleDHIbSE4QjFI5xPwtIXwaDwWAwGIyKgMlHBoPBYDAYjCoDBB8syFGkGazNKGWJI7SIWIOaUEX1qArkR4JUg6KwDkBJTGsbNoPBYDAYDAYjFkw+MhgMBoPBYDAYDAaDwWAwGIxMkOAVYTAYDAaDwWAwGAwGg8FgMBgMMzD5yGAwGAwGg8FgMBgMBoPBYDAyAZOPDAaDwWAwGAwGg8FgMBgMBiMTtNTsNQ/d3d1i48aNRb8MBoPBYDAYDAaDwWAwGAwGo5I4duyYmEXRYAgaTz6CeDxw4EDRL4PBYDAYDAaDwWAwGAwGg8GoJLZt2xb5f2y7ZjAYDAaDwWAwGAwGg8FgMBiZgMlHBoPBYDAYDAaDwWAwGAwGg5EJmHxkMBgMBoPBYDAYDAaDwWAwGJmAyUcGg8FgMBgMBoPBYDAYDAaDkQmYfGQwGAwGg8FgMBgMBoPBYDAYmYDJRwaDwWAwGAwGg8FgMBgMBoORCZh8ZDAYDAaDwWAwGAwGg8FgMBiZgMlHBoPBYDAYDAaDwWAwGAwGg5EJmHxkMBgMBoPBYDAYDAaDwWAwGJmAyUcGg8FgMBgMBoPBYDAYDAaDkQmYfGQwGAwGg8FgMBgMBoPBYDAYmYDJRwaDwWAwGAwGg8FgMBgMBoORCZh8ZDAYDAaDwWAwGAwGg8FgMBiZgMlHBoPBYDAYDAaDwWAwGAwGg5EJmHxkMBgMBoPBYDAYDAaDwWAwGJmAyUcGg8FgMBgMBoPBYDAYDAaDUV/y8ZnPfKa44IILxO7du8UVV1whvv/978t/v//++8Xll18uzjnnHHHxxReLH/3oR5Ff4+Mf/7g4++yzxZlnnile+9rXivn5+Rx/AgaDwWAwGAwGg8FgMBgMBoNRSvLx85//vLj33nvFnj17xPXXXy9e9apXyX//zd/8TXHdddeJn/3sZ+LNb36z9++teOihh8Sf/MmfiG9/+9vigQceEEeOHBEf/ehHc/4pGAwGg8FgMBgMBoPBYDAYDEbpyMe1a9d6fx4dHRWrVq0SR48eFXfddZd4+ctfLv/9RS96kdi/f78kF1vxhS98QTzvec8TW7ZskZ/7ute9Ttx44425/gwMBoPBYDAYDAaDwWAwGAwGo4TkI/DKV75SbN++XSoYP/3pT0ui8bTTThMdHR3y/0Eq7tixQzz88MMrPhf/tnPnTu/vu3btCv04BiMOH/v2g+LPvhxt7WcwGPnggaPj4iUfuU2MTMwW/VIahy/cfUD8/k17xKlTp4p+KQwGg8GoCR45OS1+7cO3yd/T4ufHJsSvfeQ2McxrBAaDkXLN+4f/956iX0ajUBry8VOf+pQkHP/X//pf0mKdFd73vveJbdu2eb8mJiYy+16MauGmO/eLL37vQNEvg8FoPG77+Yi4/aHj4t5HRot+KY3Dv//osPjn7z8ijk/OFf1SGAwGg1ET3LX3uLhj73Fx+4Mjqb/Wd+4fFndgjXDgpJXXxmAwmol//eEh8X/vPsAH7k0kHwnXXHON+PrXvy6JwUOHDomFhQX577gpoGaE+rEV+Ld9+/Z5f9+7d2/oxwHIlDxw4ID3a2BgIMOfhlEVLC2dEvuOT4nZhaWiXwqD0XjQczg7v1j0S2kc5heda793ZKrol8JgMBiMmmB+0dncT846+7o0mHC/xuw8r9kZDIY5ZtwxhMYnRgPIx5MnT4qDBw96f//Sl74kNmzYIDZt2iQe//jHi8985jPy37/4xS9KQvKss85a8TWQB/nlL39ZHD58WJKUH/7wh8VLX/rSXH8ORrVxaGxGzC0syV98+sFglIR85MOA3LGw5Ix/e4cni34pDAaDwagJFtyDrXGb5COvERgMRgrMLiwuO3hnZA8nULFAoGDmxS9+sZienhZtbW1i48aN4pZbbpEZjx/5yEdkw/W73vUusWbNGvGJT3zC+7xrr71Wlszg1xlnnCHe8Y53iCc/+cny/572tKfJpmwGQxX7AhvtucUl0d3RXujrYTCaDF/5yIuBvIEDGGDfCJOPDAaDwbAD2tzbUD7S16D5isFgMNLsNxZY+dgc8hFFMXfccUfo/z360Y8Wt912W+j/fexjH1v299e+9rXyF4NhgqDFEAMRk48MRvEnkTPu74z8wLZrBoPBYNjGnLu5n5ixoHx0vwatFRgMBsMEM2680/wSH2Q0xnbNYJQBQZUPq60YjGJBzyA/i8XZrln5yGAwGAzbtuuJ2fSEIduuGQyGDdAYwrbr/MDkI4MhVT7LbdcMBqM40DPIqob8QTY2Vj4yGAwGwxZocz8xO5/6azH5yGAwbIBEDmy7zg9MPjIYUuUTsF1zwy6DUYrFALXQMfLfII5Oz4uTU3NFvxwGg8Fg1Mh2PWlB+UiZj0w+MhiMNKB4JxYe5QcmHxmNB9qtg8pHXswwGMWCFI+sfCzOdg2w+pHBYDAYZWu7pq/BawQGg5EGrHzMH0w+MhqPo+OzyxRWTD4yGCVpu+ZnMXfMB6455z4yGAwGo6xt15wLzWAw0oiP6ACDMx/zA5OPjMZj77Czwd62rndZ5hmDwSgG9AxSCx0jX2tcX1e7/PPeYVY+MhgMBiM95jNou2arJIPBSDMmkdmHycf8wOQjo/GgvMdHb14tf2cbB4NRFts1LwbyBhZgZ20akH9m5SODwWAwbICIQiqLMcXS0ikxOeeuEVj5yGAwDBHc7wcjhxjZgslHRuNBeY/nbHHJR17MMBjlsF3zs1hILtfavi4xNNC1LAuXwWAwGIy0mY+TcwuSQDQFPp/AYgEGg2GKoMAhGDnEyBZMPjIaDygfV60S4qyNjtqH1VYMRknarnljUYgNpat9ldi5oZ8LZxgMBoNh1XZ96pQQUykiVYLKSV6vMxgMUwSjneZZ+ZgbmHxkNB4PDU+K0wd7xeqeDvn3uUUmPBiMMtizWPmYf/g2rn1ne5vYuaFPHJ+cE6PT80W/LAaDwWBUHMF8xjSlM8HP5Yx2BoNhClY+FgMmHxmi6Ztt5Jpho93d6ZQsMOHBYJQl85EPAvLEonvy29HeJnZt6Jd/fpjVjwwGg8GwZLsGxlOUzgQ/l9cIDAbDFMH9/sIS7/3zApOPjEZjeGJOBlfDYtjd4TwObONgMEpiu+aDgEJscZ3Sdt0n/8y5jwwGg8GwNb+kVz76hCOv1xkMhimC0U7B8YmRLZh8ZDQa1Oa6a0Of6HLJR7ZxMBglKZxhVUMhtriugPKRG68ZDAaDkRbzAeVjmsbriVk/CoSdSgwGwxTB8SM4PjGyBZOPjEaDChV2DQWVj0x4MBhFgg4AWNVQjC2uM0A+cukMg8FgMMpDPi6G5kgyGAyGDoL7/QVWPuYGp2GDwRBNVz72i/a2VfLPTHgwGMXmsNKCgG3X+YJsJx3tq8RgX6dY29fJykcGg8FgpEbQ1jiRIvNxYiagfGSxAIPBMERwj8EHGfmBlY+MRoNUPTvW93HmI4NRAiwsnRJu7wlvLApSpsB2DSALl5WPDAaDwbCpfJycS5H5OOesC3o629h2zWAwLCkfeSzJC0w+MhoNqHq2rOkRvV3tHvnImY8MRnEIPn98EJAv5gK2a+BRG/rEsfHZVOUAZcQPDozKX4z88Z8/OSKOjs8U/TIYDEaBc7uNtusN/d2sVmIwGohHTk6Lb/3sWOqvE9xjcOFMfmDykdFoe+dDw5Neq2t3R7v8ndVWDEZxCC4GsFlZIhkkI3MsBGzXpHwE9tVM/fi7n/u++MMv3FP0y2gcQGS/5oa7xEe/+WDRL4XBYBTgauh055Z0bdfO567v72LlI4PRQPzdf94vXv3JO8VUCgU1MDsfaLte4rEkLzD5yGgsTk7NyxNUKlbo7nRt17yYYTAKQyv5z8qG/G1xpHzcNeQczNQp9xGE9t6RSXF8cq7ol9I4jE47WW3HJmaLfikMBqOA+WVtX5eFwpkA+biwKIUEDAajOTgxNScWl06JyUD5VFqxAxfO5AcmHxmNBTagwE53g005Z2z1ZDCKQyv5z4cB+WEuJPMReKhG5CPsOhDT1s1KXgVMu1ltOPhjMBjNwvzCklhviXzsaFsl1vR2yrEcikoGg9EcTLlriZmAcjG97Zr3GnmByUeGaDr5SMrHtrZV0hLC5CODURxalY4zHINQmO2axsZ9w1O1G/dRWsCW/nwx7W4UTroKSAaD0RzML50Sq3s6RNuqtG3XC6K/u0P0cE47g9FI0OFx2pi0IHnJmY/5gclHRmOx191QU+Yj5T5y5iODURxY+Vge2/W6vk65WSTCrg7YNzxppXGVoQ/KZxqdYss7g9HE+QVzy0B3R2rlI75Gl0s+smCAwWiq8jHds8/Kx2LA5COjsaAcM7IWAmi85oUMg1EciPxf3d2x7O+M/G3Xq1atkurHOhXO7A38LGk2wIwUtmtWPjIYjbRdd3a0idU9nakLZ0A+ckkkg9FM0MFxatt14PMXmHzMDUw+MhoLbEI3ru6WixgCTlKZfGQwigM9f8hzsnGyyTC3XZMy/PDYjEccVR3B8hzOfSxGrYDiGba8MxjNs113tq0S/d3tYjzF2IvPHejp4JJIBqOhmHKLZtLuD4Kfj/GJkQ+YfGQ0FtiE7gpYrkn5yPkxDEZxoOcPdl+AVQ3F2a6DuY8PH6+H+jGo4hxPkTvG0MeUqzJAOS1fewajOUAjddB2nVb5iMxHrNfDcqIZDEa9YU35GNhfQJnNyAdMPjIaidGpeXFian6Z5RrgzEcGo1jQ80fKR1YiF0s+UiZuHXIfYasJkqhsu84XMwH17AnOfWQwGoPFpVPy0AG2axCHpoUz+DpQUK8OZj6y8pHBaAwwBpBiMW0hZXB/scDKx9zA5COjkdh3nJquW5SPnW28kGEwCgQtBgY92zUfBuQFavvr6vBt17uG3MbrGpCPB0/OyAXm0EC3/DvbrouxXQOc+8hgNG9u6WxfJV0Nk3OLRtELpHiCdZszHxmM5hbX2bFdL8oxCWAFdX5g8pHRSFDpQKvyEUULPAAxGMWByH/fds3PY97Kx462MOVj9W3XpN48b+sa+Ttbf/PF1Lx/vU+y8pHBaAzml1xVfVub6O/qWEYk6oAUkwPdnZ7tmtcIDEYzDzHT266XRF9Xh1i1igtn8gSTj4xGYt8wKR/7Q5SPfIrKYBSFWXcBsKaHbNf8PBZpu9440C36u9proXykn+G80wfl76x8zBfB0iKUzjAYjGaA8tQ6O1bJshhg0i2N0AGN2QPd7Z7tmnPaGYzmILhus0E+4hADa14qXGRkDyYfGY0EqXh2rCicQeYjL2QYjKJA5L9vu+bnMS/QJi5ou161apVUiO8droPycWqZ8pEzHwu0XU8x+chgNM927RTOABOz+mMAtWTLtmtP+cgHlAxGE9cRaffrIC8hOupsW8WuxxzB5COjkYACZn1/l0dwELCYwWCGZj4Gg5E/aDHhFc6wEjk3UOB20HYN7BrqEwdHpyu/ycO4j3yfszevln+fMFDeMOwoH5l8ZDCaqar3ycc0ysfOQOYjkwYMRlNgW/nY09EuOlj5mCuYfGQ0ElDAUJZZEGTjoFNaBoNRjPpuDWc+FmeNC9iuASgfcR6zP9AUXdVxf/u6Pu/QyUR5wzDHdGCjcHKaMx8ZjOaRj6tk2zVg0nhNnyMLZzo585HBaBrsZj66ysf2Nm+MYmQPJh8ZjcP4zLwYnphdkfcIsI2DwSiX8pFt1/mBFl9B2zWwi0pnKmy9Xlw6JR52D51IeWOSOcZI11LZ4xIGo6x8ZDAaabumMjmT2Av6HHyNbveQjMlHBqM5CBZVpd0foOASCmocisy7zh9G9mDykdE47HNzv8LJR7ZxMBhFgoh/LpzJH/MRtmsoH4Nt0VXE4bEZmemDnwWHTB1tq7jtugDb9fq+Lnn9T3LhDIPRSNt1f1d68hFfw1M+cjQLg9EYTM3aUz7i83tI+cj7/tzgzAAMRhPJx6Fo2zWTjwxG0cpHtl0X10jakvnoko80dlYR+4YnPRUnSnRg/eO26/ztUj1d7WLtqU5xcopt1wxGE23Xftv1gnnmY0+HjAIBeI3AYDRU+Zjy2XfarpH5uEosLPE4kheYfGQ0DqTeITVPmO2acucYDEZRmY9ku2ZVQxEbxCA2re6Wp8NVVj5S0/XOIWfch/Wa267zJx/X9XeKzjZWPjIYTUJ42/WCedt1d4e3VuD1OoPRHNjKfESxrEM+tomu9jYeR3IE264ZjQMaT4M5ZuG2ayY8GIxStF3zgiB32zUWYkG0ta0SO9f3V1v56I37PvnIysf8C2f6OjvEYF8nZz4yGKLpbdcplI/dHexUYjAaCFtt1zRu9HQ6ykfE8jDyAZOPjMYBChi0na7t61rxf36GDA9CDEYRQH5Te9sq0d/F+atF2a47WshHAEUtB05MVfZ0+KHhSXlfbV3b69n2SEXDyC/zsRe2695OqXyE8oDBYNQf9tuuO1gswGA0XPmYZq9OewsnA7xNLLjqbEb2YNs1o3GAAiZM9RhU/PAJCMM2lpZOSQUZIx5kgwABhlIQtl0Xb7sGdg31CwgjHzk5LR7lWperBKg2QTySWqbKmY9jM/OJC2W8g2v7OmW+ZVnGP6l87GqXTbVoH4fyabUbr1AVgDAtyzVlMJrYdo35CWsEikniA0oGozmgdRtERDMpDh7o0IJs17T+ZWQPJh8bDjx8V73vW+IVl+4Ur33KGaLumJpbEEfGZsUlj9oQ+v+sfMwf2IRe9b+/KV6we6v47WecLeqIkYlZ8bS/+YZ423PPFS+5eIeoGn77xu9LReJHX/nEzL8XlHVEEGFRwBuLAjaILW3XQbsych+rRj6C+Np3fFJcvGu992+ruzvkCTrGHygiq4L/795D4g2f/Z7Sx/7mU88Qb/3lc0UZQJsEqXx0XQcnp+YrRT6+/V9+KO45MCr+5Q1PFk3Gt+8/Jn7rM98T//p7V4ht68IPchmMKNu1ozRaZUw+4uAIBwC0Xq+qGp+hhv3Hp8Sz3v8t8aGXP0E89ZyNomp49SfuEOv7u8V7f+3Col9KrZSP6/u70tmu55fbrpl8zA9MPjYcR8dmxcPHp8SPD42JJgA/KxClfGQbR/4YnpgVDx6bFD85XN97EGoxWDz//us/F7/6hO2VIjuAu/cez03tg2ePFA3dne2S9GTkAyy+cG+GKXRpzJSt0Y8WlcLR8VkxM7+0jDTt7273NrM4Qa8Kfn5sQv7+nPNPk8rGKHz+rv3iJ4fGRdk2DL2d7d71Hp2eF9tFdfDjg2Pinv0nxeHRGbFlsEc0FbgOeG5+dmScyUeGtqoeawkQiEa269kFLzOSnEp8QFlv/OTQmJicW5Tr0CqSj/ceGBUbBlbGfDHM266xjsCvNKWBQeUjDkUW3MxzRvZg8rHhGJmc87KYmoC9w1ORTdcA2zjyx6HRGfn73EJ9B346mQf5/c2fHRVPf8xmUSWb4fDkXG4EjWO7doihno42McPPYq4bxDDLdbAlmlqjqwRq6Q6O+wPdnZ6Fp0rkI23if/+qc8RZmwYiP+4/fnJEjM+Up9SF1hiwXRNpCuVjlUBxLPccOCm2DG4RTQWI/Cq+f4xy2K69wq85k8KZRY98RDQLDsv4gLIZ+1TaK1QNuM+7Z7hiwxamZhfl4XFPZ5sYnlhMPY9B5IB1Lysf8wM/DQ0H7KAAspiaAK/xdCgi89ElH9nGkR+gIgHqPPAH76dP3rpPVAk4WcTrz2uBT5mPACsf898g0uawFaet6ZHjIxF51Wy69sd9FM4AaU7OiyTAWhvJW7Gmp1OMTZeHHKI1Rm9Xh1jb69qup51NZVVANi2oH5sMstAz+cgwsV0DA4bKx/EZX/kIcDRLc/aph8eqRz4i1gUkV9XWGWUnc/u6OqRdOl3b9eKywhmsf7kELx8w+dhweMrHhmzwwxQw4crHZlyPMuCIu6CoM+HrEQYdbeJbPzsmHnStk1XAcXeMyGuB35r5WOf7opzKx/BlAazYO9b3yeKWqoHUmsuVj77tukqg54GekSig1AEb9bLZrqusfKR1AZSPTQZt+NBYzmCoYMFdAyFbjQ5/TMZeKNWpLZvGQV4jNGOfSnuFqvUMALjXmdiyt5bAOkKSjyme/dmg8tFdT7H1Oh8w+dhwjEw4g3pTGmVhu0bRwIb+roTMR17M5AU6zWyC8hGlOsCnv1sd9eOwO0bgmchj8dSa+diUsanstmtSDiL8nTaSVVI+IrJ0+/reFbZrE/VNWRvJg1jT2ylbscu2CcOmIZj5WCXQuuDe/aOyxKipILva6FS1lKuM4jDn2q5JsS0zHzXJR8w7EEqQat1XPvIaoQn7VHJJVQl06Ibpoikin6xBBxCwXWNvZToX03wuMx/dnPMFd5xiZAsmHxsOkrM3ZYOPTejOob7I8gxSk3DbdX440gTbtfuzXXHOkHj05tXiC3cdkBNolcaIYG5TXpmPbKkqj+2alIM4GT54cqZyh06nD/Z691WwcKYqzyFh3s3GTVY+dkqSqCyqIMp8REi8r3ysFnlF1xLlYQ8OV0e9bhsUhcHKR4ap7RoiABAzsKWqAqUj9LkEjOm8Rqg3RiadNejYzELl+gmC64uquSzKfE2l8jGlWIh4DygoaVyivRojWzD52HCQpbIJJzIYaA6OzkRargFSXPEAlL/ysc4LSM8q2d4mrrl8l9y83vz9R0SVxgggD4UBiP+g7brO90WVbNfBzMQq5T5CrYtDp9acX9iSATyLVQLNTXHvE7CGfr6SqB+9tmtpu+6qqO16SSpogT37R0VTwZmPDF3MLywft7zDH43SGSJvgrZrjmZpjvKxirmPNO9V0WVRRkDlODW/KPq7OqQzKo14Kqh8pDiIqrl6qorCyceZmRlx9dVXi3POOUdceOGF4qqrrhIPPPCA/L9LLrlE7N69W/4677zzpFrt3nvvDf06+L/zzz/f+/hvf/vbOf8k1QRabIHpufo/cLALtpYOtAIyboBLLvJDE2zX3ql/R5u4+qLTJfHxqVv3ViIDhvJ2gDyIQJArdAiQNlCaYdd2TQc3VOBSldgAKGZaD536uzoqqXxULZyB8hEoS+5jsO26v6tddLStqpxyDocvUK43vXTGa7uu2PvHKA7zrsKR5heKvdAZf+ljg4UzOKjkA8p6I7gGrZr1Onh/o6mdkf7gC9umPrftmv4tbeEMHYpw5mM+8EfwAnHdddeJX/7lX5YE4gc/+EFx7bXXim984xvi9ttv9z7mC1/4gnjHO94hLrjggsivA8Jx7dq1Ob3qeuC4K2dvwgY/rHSgFZz5WJztus5qUzqZ725vky1tv/bE7eLj33lI3PbgiLj8zCFRlVPnrBUGOHWEDYtONLEowGIA/96RQLYw7NiuQfhGYZc7dtJYWgWQSrP10Mlruy4JOacKPIMg7lAAFIc1vc7PV5bcR6/turNDrvVgvR6tkHIOigs8H2ds7BfDE7ONLp2h9SJnPjLM267b/fF3UO1r0EFKa9v1MGc+1hYYd09Mzon2tlVybXikwsrH8dnqzHdlBRG4/W7bdfAwTBf0edj306EIq6jzQeG7uZ6eHvHsZz/by+C79NJLxd69e1d83Mc//nHxmte8poBXWG8QsYCNQRVUWGlAah3aQMdmPvIAlAtgCaQcH8oyqyPofqL76xWX7pS/f+rWfZXJ28njuQjaIJzf22tPTFfJdn362h5JfFVJ+bh3eDL00Ik2sBMatr8qvEdlVT4G264BlM6cqBB5RWMQcqYu3LZW/OTQWCMObcPAbdcMY9u1O7d7hz8mysdlhTOc+Vhn4PAMB9BnbxqopO06GCvAykeLxXVQPnaktV1T5iNs16x8bBT52IoPfOAD4vnPf/6yf9u/f7/45je/KV7+8pfHfu4znvEMad2+/vrrxeRkdTZHRQFkI5GPOFHKo0yijAqYIIj04MVMPgieYtbZdu1ZJd37a9dQv3jaozeKf//xYfHIyWlRFeVj1pmPXjamZ7t2bRVcAJVj4Uy0og4LtO3r+yqlfNznvtZdUeRjScg5W9b41szHsZIQRNOBtmsAuY9VIq+ohK67s01cuH2tfFZAQDa67Xp6vtGt3wx10KaeWmUpt1GHfAzNfHQbbxn1BGJTgMeevqaStuupAOE4wcpHy8rHtnTk4zLlY1vt96FlQqnIx3e9610y7/Hd7373sn//5Cc/KZ773OeKoaFoe+K+ffvE3XffLW699VZx7Ngx8Yd/+IehH/e+971PbNu2zfs1MdHcxkJM5EFFkWluQpU2oWja3Li6W8F2Xe9rURYcHvVVdXVeQJKqM6hYQvEM1uP/9N191cl8nC9G+cjPY3lUdTi8eXhkSqultAyHTjvWLz90og1s5TIfF1DIFG2NJ6wpqfIRhTPA2l7Hdl0VxwWNQcja3L3diffZ09DcR1or4q0ry/3FqFZR1oDB+EvkY7DtGs8jiwXqCyo8fMyW1bLs60iFlY8TrHy0p3xE23Va2zVlPna2eYciTD42jHx8z3veI26++Wbx1a9+VfT1+ZsELEw/8YlPJFqud+zYIX/v7+8Xr3/96yMLZ6CKPHDggPdrYMCRcjcRQUUTMBPIpqgjsAnduaHPs/iHgW3X+YIsFBj362ytnVtcXHZ/AU89e6O8Hz935/5S2/dGJgIEccbvkR8A7WY+egVQ9b03qkY+wr6M+6Aq9iccOp022OORXgQnZHyVlvKmDJhbPCW6FJSP1OZdlsxHNFQCOAAEBvs65X1EWZBlh3cw0tkuLtg22OjSmeB4XCXrPKNEtmuXQNQhr0mlvlz52C4Pwriltp6g9efmNT1iaKC7MusOArdd2wXFdGEMSF04485jIDFpXFqouQO0LCgF+Qg14o033ii+9rWvrSiM+a//+i+xsLAgW7CjcOLECTE15VirlpaWxE033SQuuuiizF931UFZbtSaWZVNgKla5JET07F5jwBCjZFpVmcVXplAp5inDfbW+sTJsxMHiB0URiD7ESe7t9x7SJQROPyhk+cilI9epgsrH3MBFl5Jll6KraAsxTID9y8dOrUCh1BYwFaNfMQmPniIEYU1vY7ycax0bdcOcbC2t0v+frIipTPBsQmW8UcN9Yt7DoyKJiJ4WFYl6zyjeNs11tfLYi8MlI+thTMACwbqiWF3/bmhv1tsWdPjFVRWs+26HHNxlTE1u1L5OGuc+ejP6TQu1XkfWiYUTj5CffimN71JnDx5Ulx55ZVi9+7d4pJLLllWNPPqV79atLUtf6kf/vCHxdvf/nb55/vuu08W1SDv8fzzzxcjIyPi/e9/f+4/S1WVjygRqDv5eODElLS4ImsvCRiIeCGTDyi/Zfv6Xvn+1PX02mu7biENXvzE7VIJdMOte0tpPxybXpCbBiJN8858ZOVjfsD9N6eifHTHULIzlxknpualsibq0GmgguSjynu0TPlYEnII5CNMB6RWQNt1tchH33YNXLhtUDw0PClONlD5t4x8bODPz7Bgu3bHp0mTwpmg7dpdK7BgoJ447u5TNwx0SfXj0fHZSuXMLlM+VmytUWrlY1eH55Ayb7teDLhgKPOxOvdWleGP4AUBuYtxm+7Pfvazof/+ute9zvvzZZddJu69995MXl+dQVluW9f1ygIBUiY0tWwmaOMwPUlh6AEWCpw4QflIA79CnFnlF94ENL6+4PFbxWdvf1jmh120Y50oE4ZddfSWwR7x8PGpHNqu/cVA8Hc+DMixECAx87F/WZFLFcb91qbrZeRjSZSBqsDJfL+rHqxU5uP8ojxoodgTj3ycnquY7dolH7evFV/ac1Dce2BUPOWcjaJJmFlYkkQylu4onWEwVBTbcBbh1zLbtQYhMx7ads1rhCY49EA+bhnslusUrEs3rXZEM2VHkFxn8tFu2zUdOJi3XQds11w40yzlI6P4LI1ta/tqr3zcOzwVuwkNgpWP+SofN63u9haQdc19nHMLZ8Lskq+8bKf8/VO37SutOhqZeXmoC/xGWYeB9gOl6zs2lQWUddORYLveurZXbiCrYLvel3Do5CgfF2tpu4YtCe9TWTIf0XZNTdcArMsASmeqpV5v98jHJuY+YnOGjL2NA92VUq4yypAn7M8tJoUz9LH93f44wqV09QatQdf1dUnbddUar0n5iMOaqh10lr/tOt3+AGMGzkIggKF178JSPfegZQOTjw1GUPlYd2ujtwkdSlY+YmPHFo78lI+bB3tqb50hUjWMNHjMljXikketF7fce1AcG/fLXcqA4+6pMwinPBb4K9uuWdWQ+z2aoHzEPYz7oRLKx4RDJyhoJmbnK/c+Jb1HABSGsF6Pl4R8xCYsWPqDtusqZQa2jk2PPW2N3LTcc6BZ5CNt9KCGB5h8ZKgAirXOQHwWlcboEDL4WIx9RDgCvEaov/IRKnko02C7rhr5iLZrKP4HujqWNV8z0ikfcQDhkY+Gzz7s2hhLsFaiNRXbrvMBk48NBp0oEbFQa+XjyJRcpGxWkOo7ysf6XosynYQPT8zK08y6S97nFpy8Mwo1bsU1l++Sk97n7nhYlAnDpHx0c2Gzt123ko+sasgL9Oyp5AmiwGXf8cnSZy/RoVNY4QxtgLEArVLWLA5oOjuS264Bh3wsx4YHsS7UdF3JzEd3fUQHSNj4nHvaGrFn/2gp83qzAuVrERFQFds8owzjlj+3ODlrq7SU57CtBlWPQN0PrpsO7FM39HctO/CgosoqYGp2Ud6zAyWai+ugfERxndd2nUL5SF+DlI913YOWDUw+NvxEaXV3h8ydA+qc+YhNKDagaBhOAggPPkXNHlD5Yc+GTUzdF5D4uXCyRnlnrXjmYzdLa/M/3f5wqSY/v5SqNx/bdUvmIy0M6qzKLpvtWoV8RO4jSAiEv5f90Gnj6m5PZdMKzH/BBW2dlI+U+zhWKuWj/z54bdcVIa9IGRxUXe3evlYeoD1yclo0Tvnoko9Vsc0zymW7xloI47KO8hzkYzDvcbnysTpjOEPPoYema8CzXVeIfMQ9C6IM9zq3XVtUPoJ8TFk4g30+zecdriqb1sGMbMHkY4MBYmH9QJdnhaqr8hGLngMnppXyHgEQYUw+Zg9aQOA0s+7KR6ga4wiDjvY28bJLdshr8rUfHxFls12f7hYC5ad8dMYkr82ONxY5Kh+TD2hISVj2xmu8vriSMc/6VyE7FMYSFYK4dMrH+UXRF1A+DrrKx6qQV14ebUC95ec+joqmgEiedX2dcq1UFds8o3jbNW3wg7mPOgc/IG8Gup1xg0D50HxAWT8gW/bE1JwsmwEQ0QQcHi33oWcrWYasYydfuhxzcR3arsFbpM18lLZrV+DQ5bpJ6to7UDYw+SiafqLUVftSh4Mnp+XCR6XpmjYXaRVe//rDw+Jf9jwiqnq93nnLjzNXuR1xc1twmtnVXu+Bf06hJOKlT9ohCcobbt0ryoJhNxeWLHZZt8AT+UjXihYGvLEorpE9vvG6vOTjyak5aemNO3Si0oOqBMFjM4ZfQftikvIR5GMZbMFwVgQLZ6A6hRGhMrbrlrZrYPf2Qfl7k3IfSWUC0ge5nXjOGAyTNZAuISOVjy22a0/5WNO1Y5MB4hFTF5GPmDMwh1TJdg2yDIec8l6vyDqjzJiadXJfMZZ4zqiFFLZrVj4WAiYfGwpkdR0H+TjQ7eUw1dV2TSUeRKDkkfn4gf+8X/z1v/5UVBGf/u4+8fHvPCT2ZNziScrHJtiusTBOIh+HBrrFpWduEN97+IQoC0YmZmUsAxRUeSgf/UZZLpwpc+bjtvWOEvaRE+W1m1IhTtyhk0c+VkSRQO9Rt7LysVOSldS4WRSQqQlyO1g4gwgUjC1VsV3TmiCoYD9jaEDeQ1nPlWUCHVLj0Bq5nax8ZJjYrs3JxwjbNR9Q1g4U+7PetV3Dqg+nVJVs1yDLPOXjXDkOAqsMlPb0uQcQvnDK0HYdUD7W3X1XNjD52FAgBwqbEigf62679hULy09MkzIf00wS03MLlSVM9jx8MpcMnXDb9anGKh8BbMZxDcoyAcoDiv4u77XP5pb52Lq4qOfYVCbQiS8Fb8eBMpigni8ryBIeq3zsqRb5qKNOBdb0Oj9f0bmPU+7zG1Q+Amv7uiqjfJwLWUeAQL1g26D4wYHRSpUWpQFt9KA6QW5nVWzzjPLZrvs11GB4vnDvteb3cuZjvXsJgCFX+UhOKXJNVUHkg7mv3818xJay6IPAqgPXr9/NjqZnP03hDH0NOhgpy96r7mDysaGgFlvI2f3GqHo+dK1qqiSAaMEkkYYIA5FbxcUQCOkfPDKay0ly0HZd91Mn59Q/+f7rdZ/FsixQZNPgQFduCkQvV829Dqx8zJ/YUikzQd4bupNATpdd+fiooWjykTayVQmCn2+JJVBRPgJF5z6SqyLYdk2HLaMVUc75ebTLrz1yHzHfP3BsQjQBdEgNu9qgq3xkNQ9DZexqjYvA4Q/uJ6w7k0DZkOTCINBBJa8R6qt8pMNO2i+Mzy5UYs5GVjmGRij16L6twusuM3D96BATSljMx6bCKew3SOBA+zMckjCyB5OPDQXslDSoe7brmqqLojYNUaCPS5M/iM1WFRdDDx6b8FRAWb9+KB/X9HRI5W1T2q6TgFa8sij9sCE4jrDv/u7AAn8xVwIsr+/L8IktlcIZFCSt6+vyNgdlVj7uiLFdU9t1VbKYtJWP7oZnrGCCzyMfA23XgLTtVkQ559muW8nHbVQ6c7J5tutex9ZfFeUwozjMydK9Ftu1Ox6o3D/jbit2f8sY0l3ztWOTQfvU9f2+8tErnamA9ZoI836pfHTWsiBOGeaAMKMvoH7GPGSufFzyxg9y/NA6mJEtmHxsKEix4igf621t1FH0LC+5ML8eUJFiMVQ1RUAwu2puMdv74cjYrLRcB9+bJhfOABSBUAblI4oEcPuuH8jRdt2ifKy7KrtMoBNfEIsqwIZg2LVFlVX5iMgAlK4ktl1XZEMwv+C8R51uM2MS1pRE+Ujj2QrbdW+nPPSswtojrO0a2O02Xu9pHPnYJsljoCoEMqNc7o8BDTUYETn0OYS81iaM4vaprbZroArWazRdA1A+Uks7Kx/TwWm899cRmIdM9gc4NMN+kwQOnvuOlY+5gMnHhoJabB1VU5u00NW1cIZIRFWrWlobBw1qVSTTgq2dWdquQcoeHp3xSoBqr3xUKJwB+tyDAFq0FAnK8xvq7xLtbatER9uqzN+f1sxHVj6W95AGxF65bdeTYmeM6rGKhTNz2oUz5ch8nJ5fiMx8LIMyU+vau2MSAQdo2BDv2e/EldQdM+4c4BTOOO9fVazzjOKAzMbWgy2dw58JV/m4snCG1wi136cO+LZr2jNUTfno5UtXxGVRRmDfKJWPXemVj36GMxfOFAEmH5tuux7okrkJsF7X1Xbtbao1Mh/l5xkSLcGBsGqnsfcENlBZvvaxmQV5v53mKh/rPvBDyq9C6njlTyU4CPDydtyFn9MCnzX5yG3XhduuFVV1aGeH4qmMz+z4zLzMNd4VUzYT3MhWRY1Ac5J64UynN96WQfkYbLumzEegCo3JrarsIC7cPih+dmS8FIdGeR3mQnHivX+sfGQkYD7Edk2xFyrKbPqYFeSj51Qq3zzESL9PbVvlKOQJ5JaqAvnoKR9l23V7pQ46y7qXh0OnP7COQPawyf6gVegAcQXQlOK4osHkY9Nt126WRq3JR4/QUG27Tkd4BK9jlRZEIE1/cmjMuyeyPEk+Qk3X7ilm3ZvGZlWVj+6JXhls19Q0SHk7aHlNE0Wg86zStUKbLEjbrL8vw7ddqxJbdF+cKKH6kcpm4pquAVIjVCWHicbH1uKGROVjweTeVEThTJVsu17mY8jzgdIZOB5+dHBM1B10uIr1lPf+TZdvDGCUS7E0Z8l23dp2XffInqbvU7HOwDqwirbryTn/niXbNZOP5phyx4DlmY+wXevvD8iqTft92nOkKZplqIPJx4aCVE3r3A0kpMt13eC3EhpJSGvjCKrWqrQgwsYJBMSTHrVe/j1Li+0hd+FA4dF1tl3Lhbey8rE8bde+8rErR+XjojzpplPIvL4vwye2OtoUbdfufUH2/DKSj7uG4m3XFAJfFSuUrjW+LJmPNCeutF0T+Vi+e0inuG53g0pnaNPmFM50VYY8ZhQHarO2Yrtubbtm5WNtgTVosGyG8h+xPKQ9RJkx5d7XmPdorVEVl0UZMekqSYPKR4giTMhH2t9T5wXtOeoqgCkbmHxsKKBqwsKfTiJxelBX5SNtGlQ3bGkDrJfZrit0TWnjdIlLPmZJ+NCpJZ1i+qfX9Tt1opM0pcKZzvK0XXuZj67tGq8/+8xHJwAaURDBzQVvLPI8pFGzXZMdv4yN19R0naR8xL2GsacqGwLfGl+1zMeItmsirypgu6bSsODYRDhv26DMzW5C6UxY4QxnPjJU1kDkcGm1XauRj27hDGc+NgZYg6KXIAgQ2BtXd3vuqUooH7s6xGpX+VgVl0UZ4RfXtWY+LqU+TKSDkYUa7kHLCCYfG4rWEyVkMdWVfNRXPqZT4S2zXVdIsUVlM0/clT35SHktFB5d58xHUiup2FlJGVQO5WOL7VoqELN9XSAZWzPVsLmY4Y1FjhtE9cKZoD2/TNg77JCPuxIKZ0hJM17bwplyt10PEnlVAeWcczDSFqkwPXPjwLLCtrqCxmJs+vzMx/IdQDDKr9j2lI8K4xN9zErykXOh6wjsv3CoQQ6LICBaqFTmYzcrH22Arh1dS6Cno03OSXCYGcWHuPuNrhrvQcsIJh8bfKI0FDhRkpmPc/V86PyWSj3y0YbtukoLIigfzxjqF5tWd2eu2qSFw5YG2K5JraSW+ViituuJOanmWec2moIEzPp+lq3gLRsUVj7mg4UlTds1kY8T5bRdgxihNt44YCFbucIZRXUqxhwo1FDAUySm3fFsReajVzhTvnuoFVgPxK0hLty2Vuw/Pu0d2jTCdl2hzE5GcaASh44W5aNO4RdZLlvJxzqvHZuME+6BBq0zgoBo4dj4bOnLQbjtOh/lI3hH3Ygz2sugsCY4Ns27ERGMbMHkY0PzVzCwB0+UTOvqq1U4o0g+uhskU8JjJrAIqsqCCMqFvSNTMjifbCxZ5lXCdg0LznqXHGiC8lHl/itT27UM++7rEu1uFko+tuvFUOUjW6pKbLsuo/JxZFJJ9QggCL4qIfC66lRS5ZWlcGZl5qNbWlQB8grPR1xp3e7tg/L3uqsfPdt1R5skgpCVVYX3j1G+cYuIRJXxN6rtGvcflii8RqgX/Mzx5bZrEi2AIxou4cFnECQiwAGnf6/zfWpV+ejuF3St17S/p/2Gl/lYkT171cHkYwMB4hEnBcts1zVuu/YyHxXJR1JeGbddL1M+VuOa3nNgVP5+4bbBXAK8oXzctLrHa7HzMh9rOPDr2P5JGTRVgmdxeHJ22RiRS+HM/MoNvtNmV7/7oja265JtALDgPzo+m5j3SBiokPKRDmdU84sp97Estms6XCGscdUgVbddAzi4A/bsd+bSugJjMTZqyMhC/iXUj6MVUK4yyjdueWowpbZrIh6Wk4+4B/NwZTDyBR1qhtmuKa6p7NZrUj5CqYe1PbY7VJzEsKd8NHHqebZrd7+BcQSCGHIAMbIFk48NRNiJEh5gKCLrqDwjAlA587EzHRG2vHBmqVJlM9hApSVfVYCwaLJcL7PO1PL+UycMaFItg/IR40Rw4ZdL5mNIK3ge35cRsMYp2q5ha4Yqtmxt137TtSr5WDw5p2+71lA+9nYWXzhDmwa3UIsAAgvkaDVs107hTBQes2WN/P+6N15jLKYNH40DbLtmmORek4JJrXBmQT5fYc8g1ux1PLhuMrx9aojt+jR373C45I3XnvKxq0OSWyDOq+KyKHfbdccKwYa28pFs1wGnFda+dAjPyBZMPjb5RKlF+QjUUf3oKc/ac8p8DFzDqpBp2DDh1Ofc09ZINSL+nBX5iPcDdglqug62INaR/KafSUVRVhbbNV6zE/btH1CQukA32Fnb2hhqu67ffVFadYqi7RrjBJSxZcu42+c2XavarrEhwP1VhbEnqrghqXSmaHLVb7teaVuGcq4K5BWUFXHKR5Aijzt9jbRdZzlGFg0crgY3bLDOV6GtnFEcqEG2NfMRczvGMhXlOUgbasduBb4GrxHqBTrUDLVdu3uHsjdeU9s1CmcA3L9suzbHFClJA7ZriknTLaWk/X3QaYV9aBXWgXUAk4+NVj4ub7sGZkqguMqC0IBCByoLFdBg1BTbNTZKe/aflMQjKRqyzNk7Or686bruoeFzJoUzBR8CnKCFX+CAAq8fe+qFDAOZw0odHNu1fpsdQw9zBnmCuD+QDVomILsWULVdQ3kHVMF6rTOWBK3NsCsVuajG94dVN+x1r+3tqgT5COI3LvORSmfwszx83LkH6wgoTILXAaVBsM3z+MwwOYCF+lHlcARFHa2W62WldBVYazPUQYeaoYUzpHwsOfk45ap16b6XyseCXQh1Uz76mY+6tuuVWfx4n+ighJEtmHxs9KC+3HZdW+VjSIOumvLRkHysmO36wIlpecq4282syjrfj04rtwz6959fOFO/gd9TKykQBrgOOH2jdtiiQEHewTEi7XOhnqu2fIOPvy9lTHoygo2kGuTjAJSPc9VWProL2SrYoXRU1EHlY9Etm9PzC6GqR8DJDCz/hkzm0baosltBcygO85qifBzs65RzXB3XjozsFdvIfSRSIQ74mNayGYI8LK/AWpthYruOUT6W3HaNe7Y/MO/Je52Vj8agA+JgcR21Vevbrt3itECECNZVVXErVh1MPjYQpFRZpnysM/mYkNXUirQkSzD4tgpWEGrnhGqDgOuV1Ws/PDq7UvlIhTM1HPh11Up4FilYuUxjhF9EtJjrs5oH6ckIEltqtmvaGIzPLpRKdbJ3eEram4JlSXHQKT2o4ntEpS5F5j5iPGttug5mBuLal93uFJZHG1U6c0+NS2dgbwtu2KBcBaqgXmWUy3YN9HdBDaamfIwmH5k0qBsgiIBafk3vyvccCkLM8aVXPsp5z3/9uH+rsM4ou409qICmuUhX+Uj7iaDyEeMTF87kAyYfG4jhEEtlb1dbKbLmigiKj7ZdW8h8rABhEiybWbaYy4p8JOVjgHxEfhwWGlW4Xuan/mqEARRCRZOPYbmwaeMIVJR3UDeutF2bLS4YZrZrHZU4EXxlsl5D+bhzqE8GvKuANrRVsl3HZQ+GFc4AReY+Yl1BB5xhykegzOrHpaVTju06QfkItS3I3j37T4i6AgqTZeSj+/4x+cgwUWwj9kIlBw+kDR0UtUIelrPysVbAGhSH31HzOKzXZScfsaagUiVaa0ANifmEYWZjX6F8NLRd03gRnNOx9mXbdT5g8rGhtuu2VU5QeGOUjzq2a0/hZcF2XSJFUBSg0sAp4hmBdtgsMx9927VPPtLCtOzqlzyUjzgpLZpo82zXgbDvrHM5iaRdabtm5WNZLb1DrjK2LNZrPDcHR2eU8x6D5GPRpSxZ5XJSpuVYgeQeDlN6AwqQIKqgnIsam1qBjTIO8X54cKyWc1l44YxLPlagsZxRPtu10wAc/+xjzYH5PzLzUTp1yr/WZqgDa4r1IZZrAsQLZbddtyofcf8iGrfoTPcqKx/R3xA8fPXECZr7AyqoIds2KR9ZQZ0PwkdyRq0Blcq6vi75ELc2RtXx9DCsQTcOaS3A03P+55WdMIHa7AePjIrH71wr1YcEXK+JiWw244fdBUPQdl3npjG/bT1+4xo8CCjamnGclI9B23XGJGDYSaQNuzfuqbv2nkh8nnH3796xVqxxM/Kam/moYbt2yenhkjReU9GHat4jQBvaLLOYoHR4aGRSnLlxwFIjuU7hjHM/jxWa+bgoNq7uTlA+lpe8CrNoxeU+fvv+YfHTw+PivK2Dom7AOB3csME2D6B0hsHQtV3j8AdqWsw/UXnDpEqPzXwsyVob672DJ6fFrsBhPsNsn7ozZh7H/gFk1PjMvJdrXAXlI/171L3MiMbU3IJUPQbVsDaVjx1tKLcs/yF0HcB3f0NPlIKkQu2Vj7KlMj/lY3AQLMuCKAr3H52Q73kw75EI2MwyH8dmxLq+zmXWLfk9O9rrabvWVj62i6PjsyUJ+w6zXS/mqo4wDZQmfOHuA+KtN/9A6WNfeNFW8b6X7BZNBJU9dbZV13a9d9gpm9m5XkP56GU+ZkeefPWHh8UbPvs98a+/d4V4zJY1qccSI+VjgZmP0zGZj+TAKLPykcY8lTH8fJdw/PHBsdqRj4uu/Xy57dp9/0psm2eUV1XvEzKLYrAv/Pmiw9iBAJETBJ7Lsqwdb7zjYfHnt/xYfOMPnia2r1c/BGMs30PhPQ9ruiZQYSWcVGUkH0+dOrVC+UhzMVwWm82XAY0Fxoj+FgcF7Q90xQk0pwfdDJ0dbWJ+qhzjSN3B5GMDAZXK404fDCcf65j5OL/ohe6rgMiPJmQ+huU9EgE7lxHJBOVjq+qRMhHJVlgn6JZEIPOxDG3XMuw7sKgrXPloeD+Szf/6q84RmyLUV8Cf/b8fiWMlUfAVAZAKeM+DCuiq2a73jbjKx6Fy2a6hhKGxLw35aGKNLzrz0dmELURnPrqvr9TkI41NCuQjqYGLJHuzgrdhC9quK/D+McpPPo7Pzsvm9HjyMfz/8VwiLzpOPZkXDo5OS5L+oeFJJh9TlM0ASbZr4NDojDhr02pRxvUU7slg27XvsmB1nbHyseUAglybuuIE+vhghEhnG9x39duDlhFMPjYMIMNgv1rfqnzsqrfyUcemhsULLOmmJAtO7aAKR7ZH2XNo9rjkI6xiedhYsBGF8vHyMzeU+vQ6E0WfhvIRmTC4VqqlGVnYrqFqCxJRWWc+hp1EBv9uej9Sec8LH79VbFsXvRl479d+VnjRT5FwNm569xttDoZdm37R2DsyqW27DipvsgLNq2mfHT97sDqZj3huka8frXykzMDqZz4CZLPL8n4qCv6GLaRwpsS2eUZZ3B8htmt3fIp7XoisCVpYg6Dncq4E5OOMu4YoexlKmXHcyxyPVj6SgIFinMqGKfd+7gvYq2mtUXSsUlWBMYLcNqlt1+RmCIwXOBzhtut8wIUzDcOJKWdQH1rxANe3UVa37Tpt2zM2mqQYK3uGJshHnCC2KhHJdg0CzCagjsB1DTZdN6VwRpUwgELIIa6XCj15bp3kfeXjYq65aqaLixUbl4jCi2Wkb4PJR5z46ijqgpsD2iyUQfmI9zEqXzAM/oZgPnvyMeX4ZmK7prmoKOUjuSnogDMy89Fdm1Rd+djvjjNQadQNNAYHMx+pMIgzHxlRgAKMMtVMxt9xdw6ngxTbUUlZjPVlL0MpM+gwk5wVYaDCSnK2lA1otQaCykcmH+1kPgbhF87oko+O0yd4WIHD9/kaCmDKCCYfGwYqBgi22Nbddi0LZxQUC7ba83ANKYS9zJmPGMh/dmR8heoxuJizLUGn0+DNDSIfZ3ULZ9zNa5HPIsikoZYxIutSqijy0ZbysdWu0QqMgUXb3QtXiGuSj6u7O+TnkE2qDMpHNF3rKIb9DUGGykf3Hkz77GB8hBg5WBaXBD9nar7QzXhvZzhxMEht19P1yHykzRFtPmtJPgasari/8Lix7ZqRxnY9oaR87MikJNImpt0xnpWP5qAYFxXbdVmvs7fuDBx6e/d6geVvVQYKhlrHgB5j2/Xiit4BuQd1D0oY2YLJx4aBigEipcsltwnrAso9k011GtsxBjVsQJDxV2by8YePjEk7XGveY5YqN1oo0KllI2zXBoUzAKzXRQD3L5QGrZaXrBf4vu26lXxMlzWJjQtOOJPGgKYrH01s1yD5MJeMlCArE/ePbBnVsFwD/TmoEWYsKh91Vfz9XR2SsCwqg9DfhIWT/3RQV2bySke9TvcT2e7qbrtGNAfeQ7ZdM0xs1/0KhAz9X2TbdZmUj+54V1ZFXhWA2J8k2zUENDiEOzxa/NpDNSrAy3ys4cFUHgcYGEdWKB87TG3XK4tosWevowCmjGDysaEnSkNRmY9z9XrwoNyDhVV3w4aPN13IQOmB6+kQmIsVKJtZ2ciZVm0WBbKihNmuQQ7VceDXLZyhybUoFV7UAUXWC3xf+RhhqzAkY53GwfZENZxT9FPe57WMtmvaIJRB+XjgxLQ8TIHyUXesx6/JPMjHlOOpyXsEcgib9rLarnHtYU0rt/KRyrCS1evY0IDsreMGkw6ng8pHKp0pM3nMKLHt2st8jCEfk2zX3nq1+PmbXkNZFXlV2qfGtV2DeNy8uru0JG+Y8jHYds0wu579XXaUj2HkIyzY4AtQGMXIFkw+NgyJtuuaZT7qln0sy3w0JMKw2cL1lARmiZV8ew6clHap87euJB/petl+/bG2645VrHwMbNKLUuER+bjCdp115uN8+HVKrXycW4i0awUBW2jdxj9dklxXIU5zSRnarvcZlM0E7eNZWqFsFs7olM0EG6+LUz4uxCofgbV9XeXOfNRQPuKQo7+ro5Yqat92vfy9HMT7V2LymFEsKEctvu06mXyMmsfTrhGyOGwpqyKvChj2Cmfis5s3D/aUluT171luu7a6jui2lPk4v7jiMJHWv3UUwZQNTD42DNG263oWzuiWfQRVXqYky8zCkiQf05TW5KV8PGvjgFjtFhIEQdfL9us/Eme7bjcnfGvVdu0+i0VtXumAYmXhTDZq2KQmX19xaV44E0d8EPAxUGiU+ZnNErj+RsrH/i5JrhVdsLF3eEr+rqt8pE1BlrZrygGzYbs2eY8wxheltqD4iLhn0LHt1iPzkTZIddxg0gFRsHAGYOUjIw60mQ9tu1YgZOj/BqpAPrrj3cjkLJMYKWzXeE+DZS1hgIMK69UyXmf/0I3brm01XQP9LcpHKGBlxJkF2zXimYAy3k91A5OPTbVdtwT54iGECq5utkNd1RlBWqYN7KWQa+N79kjbdXmVj5iwYVMMy3vM0sZyeHRGvhfr3IbTlYUz9ZO7ewS4cuFMseVPUZaXrBf4tHggstEW6YlFi4ry0be712sMVMXC4intzMfgfVK0+tFTPg7pKx+xKcg089ErnEl3b2FRbEI+runpEGMFkXv0PLWq5Vobr8tMXvmHmGpjeH9Xh7dZqhNmIsZovH8gXep2eM2wg3mltutk5WMy+bhYGvIR9s2j46x+NAFiXLCuSIrKgYMK1/lYCa9zGFnGhTP2lY90GKZtuw5RPlLzNdbCjGzB5GMDB3Ww+2t6l0/iGORl22vNFo+6ioW0KjxafDvKx/JmPvp5jxHkY0b5fofHZsXmNd2hi4rOjjZJ3tYtb4PuI9jKtdquC3oWSR3dannJnHyMzHxMp3zEokVF+ejZ3eebuTA0JbboPik69/GhkSl5j25evVJVnQRsCrJUqtGzPJvyRF1a4zvMlY8oYCuKfAwqQFoB8gq28LKO/Tq2a0/5WOvMx+Xj6bo+5wCiKIKbURHbdYcp+egSOZHkY7auDJODJjpsZ+gDB5lJluugg6qM1uswsgxrWSj1WPloT/kIgETUPfiCQ7F1Pu9yD99Z+Zg9mHxsGGAFgJ0yjPzBgrJuJ9e+6szAdm1AvNEmE5NMmtKavMjH3dvCyUfKvrBeODM2E1o2E3yP6jbwe+rb9orYrqlpMNJ2nVHmY4RKObXycW4xdMES2TLeUOWjceaje59QQ2WRysedG/pkwYouUHoQlzlWmszHBXPlIyIFijjQULNdd0kFy3hBuZRJoIMPZdt1bTMfV7ZdL2ssZ/KRoVm6p9Z2PS+Jgqixjw7LyxCZEhxjmXzUBw7IsE+Na7om0F6CiizLTpY5ecDtTD5azo7Gftsk87EnQvlISm1GdmDysWGIO1HqrSH5GEVoJMGxTC9qK0W8Zk/KfCwpkbbnwKi8Jo85bXVuizlcT6jqwspmAFpYlvWamQLXEHwITWxlb7v2bNcD+bZdR+Wz0vc1GZuw6cHX7VMqnGm27Xre1Hbt3icUEl8E8D4jRsIk75E2wLhPstq82my7ptN53cIZoIjcRxrHotquSfkIlNV6rat8xAazjpmPQWdH2Pt3ogSt94zyYc61MXaG2K6xDsWv+MzHxcim6ywPy00JesoqLKMir+zAoQ2uYWvmeBhoL1HG6xxFlsGFUMe5IWtARBClfnaEU+nbrmkPSkptRnZg8rFhAPnTqmgKnh7UzXbtl1ioZTURujraBQ4/oBYxtl1L9WT5ricIVSgfzzt9TfRJcgYqt6NjjjIqSvlIBHEZTq9t34M65HcZ2q7xelvzlboyJofpXmt9VtMoH+kaJgWXl8HuXnnbdYHk4yMnpqVl16TpWrX0oAzkI54BM9t1R2G2WHoGY9uuS66c0818xGEH3quFmh2k+crHlZmPZX7/GMWCnoMw2zWNv3HKc/xfXG5z2lI6m2trrB/oEIwKFhn6sT9DFbddR5FlaL/O0mVRV0zNJigfNZ59jEfY268kH52D3YWles3bZQSTjw0CHk7IvaPk7CA96rbxNi+cMSPCPNt1F2U+lm8Q2zcyJUan5yPzHrPK9zsc03S97NSpZhs2XVKnaPJxZGI2NOw7a+VjlLoozb0Y1jgYBbZdm7ddF2273uuWzZgqHwfcXKas7FCkpk07npoXzjjk0FghykeXfOyMz3wETkyVUznnjU0tpFsU6LCDLOd1AW3wWu1qa3udMWC0pMpVRnlt117hV5ztenY+smymTJmP9P0fNeTMQ2y7NivDBKJEMlWxXUeRZVnnSzdS+ahZOEPPaes85u9B2XadNZh8bBCoEGBDS9M1QRbOzNWL+Eljuw5+vipoAMS1hFIMn19EyH8c7jng5j3GkI90vWwqH2khFmm7dgtZ5hfKdb3SAgS2ql0vuEkvKgIB9tmwAwrf2rSY60EBXTuT6+Hl7oQ05JXN7l4kMEZhwRW1OYwD3StFKh9xoBLc9OlioLszM/KR1DB2bNdm5KOnfCwgU5HI/J6uttjMxzKTV15xnXJ0hnO9p2rWeO0VzrQoQAc95WM5yWNGsZiPsV0ToRBX0IR5PE75WBbXDB20IOZiXV9nKRV5ZQetI1Rs1zioR55xGa8zyDKUy7Su/XEfc9u1beVju5bqOUroQLFDdRPAlBFMPjYIxyOy3JpQOKNbpGBqO55usV2X8RRlDzVdR5TNpFF+qpCPUcpHKpyZW6zfPdhVIeWjE82w8oACmZVYTGW1wPdt18uvFRSYTgZrtspHyjFrovKR4iVMiC1cW1y74QLz3nzlo6Ht2iXnsiAfEVNA6R1pIwvmDG3XhWY+eoUzycrHkyVVPs7pKh/dw466NV7PRtmuyTZfUvKYUSywmcfaIaoMbHWS8nFmQX5Mnk4dEwTX/zhkZ9t1trZr2k+UUWGKtSeIslYHEQ4CQUwucamJmfIxZB2hWzhDPEdrjAodjpRtz15HMPnYIES12Na5cMbUdu0p/zQtpl7hjLRdZ6sUMwXyHtFOGbdRz8LG4tmukwpnaqZ81M1pK9L+iwUTFtBRY4QpCagCeta6W6wQ/vfNWvnY0Vjy0bfFmS0JoFIo0nYN5SMI/tMGe0tnu54JuAnSEPfYrIAkNmkkLzLzMVjCFoWyZwbO6mY+1lX5SJu2FYUzXaV+/xjFwlFsr4o9/IkaezHv49AmNvMxg4zyVORjV5tHipXN+VSZfapC2zUAkhd7i7JdZ6nWDSHKvHzpmh1MZQ1PSBCylsd8BMIQud96tuvwzEdWPmYPJh8bBL/FtjtS+YjNTZ0ePFLR6dhegx+vq1QJnqj41uXyXE9sfn94cEzmPbaeyNkgX1XIx2jbNWc+Lmtdnl8oTdN1WhIwbaOsSZudtvLRtYU2se3as8UZ2K6BoYGuQm3XUD5uX98r1TWpbNcZKAODOcppnp15NwTdSPnYU5zyEc8gnum494YyA+vUdl3HDaaf+bj8OsD6WGbbPKNYOJEe0c8OiEU8Y2FrPzpAJHV6qZWPgYMWHLLj9SBfnZGN7RrAdcbacGx6oXzKxxCijEh0uq8ZmkKCMOWje/igKp6KKreEuwtYYOVj/cnHmZkZcfXVV4tzzjlHXHjhheKqq64SDzzwgPy/pz3taeJRj3qU2L17t/z1v//3/478Orfccot4zGMeI84++2zxwhe+UIyNjeX4U1QDpEyJGtR90qM+g6Jx4YxhuYZ/8ukUzpSNfPzp4XF5TXZvG8yEfI0DQqGhqIt6L7JuU65K2zWsSdjcFaHA83JhIw4osixRwn0JPrwjhKSQzfEmykedtms3a7NO419eykfcL9g0FKE+wGn3/uNTYpdh2cwym2wWysfA/ZRG+Uifa0IQk/JxvKDMx7im66Dysawbde3MR3eDSYcfdQE2+RijW68DNm24xzjzkWFyAOupwULGX/q3gQpkPtI4gcNSOmQvYx5hFWzXUd0EVWm8jlI+UnwASpQY6sBcirknzEFBh2Gq5CMJGVpjVGheq5sApowonHwErrvuOvHTn/5U3HPPPeL5z3++uPbaa73/A+G4Z88e+ev3f//3Qz9/YmJCvOY1rxFf+tKXxP333y9OP/108c53vjPHn6BaJ0pQqcRlzc3USPljXjhjmPkYOPnMIjcxLfZQ2cyO6LzH4GCuE+KbBCwOolSPy5SPJbpeNmCS04b7pxDycSL+gAI/R5aZj3hmwhS5kvQ0UT5SSHXMxoXQ5LZrG7ZrkOxZtUXH4eDJaamsMW26DpJzWbz+5crHJQvqVPPMxyIKZ/DzJymPsVnHs1/mzEdsTKIy61rR31VPdQtytaAyCRujQSCXVbnKKLnt2j38CVNm07/Ft12XI+KICjuxl/JIsRLmEZa97RqHxbQfTUJZSV7KfIxSPk7UbG7IGhAS9HW2h87B1Fo9o7i+on1tDxfONJd87OnpEc9+9rO9xcyll14q9u7dq/U1vvrVr4qLLrpIKh+B17/+9eLGG2/M5PVWGWixTbJd10354wXFm2Y+6rZdLwTJx3Lk0LTmPQIXxJTNALZVm1BEHR2bjSybkd+T2pRrNvDrFs4A2KwXkb+adECRaeajbAUPX3DqBkqbKB+b3HZNDfPUOF+lxmtqut41ZFY2s3xDkC35mEbVTQtiE9u1r3wswna9uMKmGwZJXpVW+YixSSO31yVT6qd8jH4vYZ1n8pFhYrum2IuwmAL6t1jy0d272IwJSjPWg6CnbHMundED1hDrFfMegdPcPQWcVWUC1p5hOaVeuR03XmsLCaJEBLrKRy9GpTPCds1lQPUnH1vxgQ98QKofCW95y1vE+eefL17ykpeIBx98MPRzHn74YbFz507v77t27RKHDh0SCwv8cLfarrFxidqI19F2rRsUTzBVLZJqFPlxWeQm2iAft63rTWySs51XCSsFNt7xykf31CnF94QF8/X/dLf4tx8dFpVWPnYVpHxMsLyY2p/TFvOkVj4qZT42WPno5glS258uhtz7ZaSA0pmHvKZrc+UjbWyz2BAEnQQ2bNcmhTN4fjCnFVU4o/L8gbwqa2Ygxh6dMby/rsrH+SXvkDqMPC6rbZ5Rbts1xV6Ejb8TGsrHoiN7grFLniJvtLgitqzw+Tv3i9+58fuZxKxgr6BquS6r8hH3O+brMOWjt9YowCVSZUgyN4K70M189LsZWm3XrHxsJPn4rne9S+Y9vvvd75Z///SnPy3uu+8+ce+994orrrhCPPe5z039Pd73vveJbdu2eb9g2W4KQCwM9XdFFo3UsXDBOPPR0MbhnXwGbdclGshgAYlruc4qwDup6RqgxSnZC00XLl/5wWHx7z86IsoC/Dz6ysf2Qp7DJNu1KQmo+qxGqYtMFZee8lGh7ZoOX6ZqdPiSp+26MOXjsEM+7lIY16KQZQOlLdv1XMr3aHVPZyHKR/z8Kha6wVIrH51ICFX4EQ51VD6Gv5eDvZ1yQ80bN4au7Tou9oL+La5wBjnR2NYUfdA/EyycKWkWoQ185vZ94sv3HLR+2AAyEweYUc6bMJTxOtMBdn9M2zWTjyY29ijlI5GPS5pt1y3Kx7b0e1BGxcjH97znPeLmm2+WFuq+PmcTsX37dvk7yLI3vvGNUvk4MjKy4nN37Ngh9u3b5/0dtu3TTjtNdHSsvFGvv/56ceDAAe/XwMCAaAqwMYyyXJs8wJXKfNTcsJnajpeRj4alNVkBE/vE3IJY7Vpc4mDbMk7Wky2D0fefXzhj/j3p9WZRHGF6zXULZ/zMx4Xiwr4jFn94j7Ii0+M2+E7b9WKmbdewXODnq9PhS+62a/f+yRN7R6bk5nPr2l7jr0H2qCzIuWW2axvKRwPbNbCmt6OQzMeo7KtWrO1FZuCcWCqh5UnariNItzB4jaY1G0swBkeN0WUvDWKUu+06iXwMs7ASsEd0DigLznwMrP/X9XXKsbputmuMAT85NJYJ4Tc2g8OLU8pN18D6vi5JbJfJdk3rzrB71m+7LscepSqQBT4RIgLdjgLfEdkW3jvAB2jNIB+hRkRG49e+9jWxdq2TRQfL9JEjvnrpi1/8oti8ebPYsGHDis9/1rOeJb73ve9JlSTwoQ99SLz0pS/N8ScoP+hEKW5Q98nH+iyY0ysfl8wCp0uY+YjTOLgk4hZxWdmuyXqiVjhjvvmk11uWU0Ui6nTvP2zWi7D/Dk/Oye8dRdZJ2/V8/pmPpHzUtfmQ7VFF+QhAodVI8jGt7do91CLlbJ7YNzIpoyQor8cE2BjjHsum7XrJCvk4X0HlI4hE/PxK5GNfpwDviAOysiFOlR0GsodR7EMjbNe9ztqScx8Zebdde66MgssKae+EdQQI0c1rumtXOPPjQ2OeMsz2z+YffqvbrlFAsml1T6mUj3HrTlY+2lc+0sGgai68b7te/v50umU2C0w+Zo5kFiJjQH34pje9SZxxxhniyiuvlP/W3d0t/uu//ks85znPEbOzs6KtrU0MDQ2JL3/5y97nvf3tb5et1q973evE6tWrxcc+9jFx9dVXS9LyvPPOEzfccEOBP1X5ACIDC8coRVNdMx9JRZcX+UiDGhbotgm8tKBFHFlc4tDetkqqiWwRTZ7tOqZwxlc+plcHlWViN81pw+IV9w0yLPFe5AWQR3EHFKQuAAkYFd9gCtxr6/qibdd0b+jkt2LBgpdJmTBKpG+Nxj9VUM5qnDVOyXads/IR5Na+41PisjNWHkrqAuNiloUz+PppDhTSFM4Aa3o6xANH5ovJQOtMnnPW9Tn3EHIf1/Qkq/PzBMbiONtnK/rqqnxciCmc8ZSP5WwsZxStfIxru+5I1XZN42Kawx274127FzP082NOLEhdQKWVgG1VJx1ebtBQPtK+AoeQZUGc4ybuXmdEr/OwdopWPprarqOUj+VzX9QNhZOPyF2MUrPcddddkZ/353/+58v+/rznPU/+YoSDsrjiBnWPfKzRgtm07dq3TC9qk49YBIEwMi2tyQrjnn1FjYjB67dlsSVLRFzmY5eF61U25SNNYjSpqYI267ifVJSqNk+eN8W8RyD+oE5CG5wpURUFh1iMtl3T4kKHfMTmv6+zXZ6Oqysfy3HvVOE+LTrzEYcaGC8eNWReNkPAczaRQUEI5YCBUMOGA6fqJipNP0LE7LnD98fzYPr90xUwtCllPpJybvt6UenMRy8/tmGZjwArHxnaysee6IImT/mYQP6b5kJnST7C6XPn3hPu+KFXelkF8tF2mc4w7VM1Mh9pX3H3vhNG5Y65Kx+9e71ec0Mez1Vk5mOHbtt1uPIRghuAbdfZo/inlJELqIU0Ts5OofC1Uj4a2q672s0zH2nhYVpakxV8+4qaqgRSdl3yNY4kwPWgDUp84UwK8tF9vZMVVz76hQWL+UYzTDilVFkSxHHvXVSumumzBNujDnlblN296rZrEBKruzs821Re2Os1XZuXzQQVCROz9okTmk9p7DM90PEIYmPbdf52LzrIVG27Bk6WUDkXFwkRBhw+Yh1Qp7ZrzA/Sdh1xHda6ylUmHxnabdfu+BA2/nqFMwljSBkyH+mgiRRVdNh+dKw+jdf3HBiVeZaAbauzZ7vWaLsOxjkdHZ+pjPKxLAKJKoCKACPbrjWVj/RxJDIi0BgFcQUjWzD52BCoKB/rmPloXDjTaUayLCcfzQjMrDDh2VfUlY+2XjvsGbBGxFl1SUmXqpTB3djTz1pV5S2Rj3mqkKGMxfVLsl1ndU87G/wI27X7TOnGAEDppUM+4tmtk/Jb23ZtWDgDrB/oEsM5Zz7uG5mSv+/aYEf5mAVZtIJ8NHx25lMXznTmbvciIp/mxDiQbbeM5FXc2BQFqF7qpHyMsqqteP+4cIbRgoUE23XcwYiqY6cMmY9e4Yy7fitjE3MaoBDsoeFJ8ZRzNso9VVa2a53CmWCRZVnKfShuI4wswzwChR2Tj+qYctdlFGcSxV2oCqfokKL1II3Ix7K4FesMJh8bp3yMIx/1pMtVgJTht7dp59OZF874mUhe5mNJ2q69E2TF7Cq8fmuFM2MzsWUzwWueTvnoko9zC9rlJGXKHCUV8tR8fguU457lJfrUOasSJWRb4rQx6jr1mCofFZt2Cb1d6XL5qoq0qjo62BqpsPIRys0sDi2IzCZyxnRhSwcrxspHd+GeZxuxrwBRa7suI3mFecTEzgfVS52UjzS3RhfOuJmPU+VTrjIKfn6SlI+eGizcdo01dVJURDkyH/3CSYDWvHUpnbn3wKj8fff2tWJTBmU6tH6gAjtV+Ne5HApTKhoLI8uwF5URLyURSFQBXuN9pPJR03YdoXzscA9IFlwnECM7MPnYEIwoyNnrWThjlgFiSrIEM5GCJRnlGsA71DMfLZBMuCZQs8TlPS47dUoR9ktkKXjHMpBIc25zty5h4GeGLeZ+QDE0kL/tOkkh6rXZ6SofZxeV73cA+ZAY/8pAXOeJtE3KRFqfmJyT4eB5Yd/wlEBMz7Z1FmzXPR1yrLZNrM+0KB9ND3TSvkdFKB9923W7cuZj2cgrmr/1lY84yKjPBpOaRCPJR7Jdl4w8ZhQLsjDGjVv4PzxfEzMhtuuZBaWooDJkPmKsh6qNftbTXOVjWRR5tvIeL9y+Vq7nrSsf3X2qtvLR3VscGp0WZVc+kvWarMSMZNA+KDLz0XNG6WY+Lh+TyCEJpTYjWzD52DTbdVzbtWf1LAdZVpRdCjBtqpa2a/c60mmMrdzEtFAN7rZtY6HT0bima3uFM/61LkPuI21c9VUzLtmWI/lIYd9F2K6jAqDTfl+pfFSMGVh23UuiVs4LPrG1KpXyERvNsZANZJbKx63req2EzJP6xrZazRb5SJ9nMp8FrY15vj+0aYgirKqQGehfd73CCGw869R2Tfdxq1qEwIUzjLi5hVRFUZCETMjYi0NzlaggmxnlaZ6RYMRE3ZSP9xw4KdcIjz1tjdg82CPJQpuHdbBdY57Snc+3lIzk9ZSPEWSZzJdm5aN+5mNU27U7N88orq2iVPw0RpVFMFRnMPnYEFCWRtOUj9g4mCkfDTMf5/zFh2lpTVag7BwKPM7Ldk15N6rKxzS26+D7RT9vFQtnYP/NW/nohX3H2a49Qt02+aimfNTZXECBh+vXr6F89OzuDTuVtmK7dg+2iMTOGlCnIvPRRt5j0JZse1OA+RTqTCI354pSPvYUoHxMaKmsgu06yqKVBFjuaBNaB9CBTFThDNYLIFzL9v4xyjG3JK2BcCgetmaT5KPCgXkZlI8ydqkrhHwsCSmWdr7ds/+kOPe0NZK0yaJMRxYealqul1/n2XIpHyPIMtzPnPlokPkYqXzUbbsO35d1uIWLrHzMHkw+NgQ4oYKqhzbXTSmcMclqSqO0wsmLVzhDRE3pCmd0bNfpXzudRiYpH620XQdebxlOFk3b1r226xyfRf+Aoiv3zMdE27XB8+gTH/rKxzJY9qtmu17vHmzl1Xh9dHxWvsc28h6X547ZJh+dOcFTdpu2XS+kU6eS8nE8R+Wjju0aH4OfrWzKORrrdA+QQMRh/M4zhiBL0LowTsUK9SpKKRgM3bnFUT6uHHvxb/0KhxcYX6G8R350UcB8FCxkwmvCeqosirw0eOTktDxYvHDbWvn3LRkQq9inxq0/o4AxCZnKR0bL33btKR+ZfLSmfPRjmdTW7fg4zOdtOBUOoMvCHpShBiYfGwKcKMVZrmmDj16WOrW9IrNQd9MAINy6vW2VltIKix6QKHTymWUzcD62a5wkp78XyHKiWjhTJ9s1TWKmhTPTOSrwSLG2oYDMx6gMFoL/LC0aLFj02q7rpv7Oy3ZNWaFEYmeNvcNO2Ywt5SMdytjeFCA6Ac9z2vHNNMKhNfNxbDrPtmvne8UdegaD+Ad7u8TodLnIK+9gRFf52NUhs4cpK7E+5GP0dYD1umzkMaMa5KMs4YhQPtLBSdbrx7SQsUst5DzWvXVQPt6zf9TLewRgu7ZpKcchzYmpOe28R8KWEl1nig+IVD7KPODFQonyKiHJxu4rH5fU49hC5jGyXZNam5EdmHxsCKBGIWVK3OIfE2ddFsu0YdPdNBBAWuqoVGhx7ikfM1KJ5WW7pszHtOUbhzWVj2nyNoJ24DLYrqPk/SrFJ0XZrovIfKRFA51gRquylwysGnpt10CdDmDya7t25pfhnJSPsFwDOy2Tj7YPLRw1jK98NJ0P0r5HRSgfSbmt+gxCvVKbzEd341mXxmvK04pXPuL9Kxd5zCgWZGFMOthaHUI+YqzEuKeyZi3DelseNLU8H1j3HhmbrXyJHfIegd3bB5cpH22pOken5yUZFxf7EwdcZ+w1ynCdcegGIU9URIW31mhYvE/6Ap/wcQD7K1xvddv1Yuh8bsN9x1ADk48NAAZjNNkOKZwoYWFZp423tF0bbtZAWupk25Faik5hTEtrsgI21VCZty6OooDXj3k87SkQFieYGDatjl9UQGmK15fm5DpIXJZB+WiqVvKzB/NtuwZBEbfJNlEg2iBp81I+su06je3amV+O55T5iLIZYJcl2zUpwm0fWpAahu5tY+VjysIZT/lYUts15T6WLTNw1jg6g3J7i5+H8lI+gnwcm1lgRQ9jxRpIRfmIMW4uJDpHZQ4vi/KxJ0T5iNd0omSHKrpA3iNIszOGBpbbri0pH7H+DDoodLHFvc5lOLwCWQYBQautd2W5XT3mhtxs7BFKUginQPSqFs5AxBC2jqIDkoWlcuzZ6wwmHxsALAZBICXZrgGpfKyR5dC0cMbEdkwbLSL3QKZ1tK0qdDEUBE6VMelhoFaBt5hLeQqExQlUUSrEBt4ra5mPFS6c8VuX88x8TM7b8dUFS7laG02+LxGIespHsl0Xf+/kiQWbtmt3E5GH8hFD2fb1djMfbW8IZANqVyDzMaXt2pQgHujC2J9v4YxO23VQOVcG9QqBold0SV9kPtZK+UjkY8zhFGzzwFjJCGRGBTIfe1aOv/TsqBbOFH3YD1KjNWLCNklX1PrgBwdGxQXbBj1CbdMaR0xgy+pMsT+mtusylfvgHkbhWBTofi5DLn0V4NnYY7JfcSimo3wMO0TD3hj7drZdZw8mHxsA306ZLGfHA1mnvDOncEbPLmXa9txquy5LAx9hYnbRa3RVgd9snO5+gOVky6CalQIL1DQDf/C1lop87Ch/27UM+06wvGS1wE/KfNRtswtuYvo12q6bqnycs2C7XuduGkBi56V8PH2wV5nYUs58tLwhwD0LwoYI9NSFM4aHadg04mfMVfmo0XZN5BXG/zI9f/R+6dquafNZF+UjuUCSbNdA2dSrjOJt15SnppO5Oz477x2cJCErV4YqcGASlvlIa98ql848cGxC/my73bxHGgdAFNr6uWifmsZ2XSbykQ6fwjDgKvjKsEepg/KR7kfVvarMfIyYz3EAz7br7MHkYwNABQAqcnac2tWOfDS1XXe0a6lUKI+OCmfk19AYELPGxMy8lgXVhsoNIdJYnNDpb9YN28GNfRlOFU3trHlnPuJ9wuIvWfmYFfkYv8H37sV5A+VjzIKlFU0lH23YrvG5KJzIQ/mIjR6Uj7aarrMsnIEiHnNC2mfHK69K8R6t6enMVfmobbsuIXlFY46x8rEmYwllgcdlaMM2D3DuI2NF9IxC23Xr+KulfDTIhbYJGtfDCmfKQoqZYs/DJ5eVzWRRpuPtU1MUzgBlaLzG+jHuwG2g2xknmXxUA82htC+KIh9Vn30cCEfNY51tbd6BCSM7MPnYAOjI2TFxTs/Vg/VH7tDC0injwhld1SKRtsHFBxZcZVE+YiGn2nRtK7MSajq8B0lN10ECw1bhzGSllY/5tl37Yd9duahhdXPVvO+rcS+aKB9J1VOn3Nu8yEcA908eykeMK1i42yqbWWaFsjhu+GqYttTjqeomPg7IdM3TEkvB+6rEXRnJK+PMR1I+lmAespv5yMpHhoFiO0H5SAfjwfF3wlU+qhyae5m6BamWaM3QWppHirxDJSDF0pfNLCcft6zptlam4+1TDTMfy0TyYt6LarpeXkZWj7kha2AOxRqiI2btI8lHRdUz5vSo+BA4S4oaQ5oEJh8bAB05u3N6UI+Nt5cj155T5mOY7boznZLPJrCoU226thXgTZYMVeWjY7u2k/lYhrZr37Kndw/i4xGtk5cCD2ROsLE4Cl3tGWc+RpGP7r/rjE0mmY90Wl0n9bdek7J55iMw1N/t3UtZYp/lspmgtc/mhgDPP7o3ZOFM2szHBfc96lhVGeWjVIB0tivnDBN5NVqC0gDVSIjGKB/J2aGQ+Vim949RjrkljjgAVoeSj86zoxIX5B+MFkQ+hqz/y6bIM8We/aPy52gVEYBYtVWm4+1TFeLBwkAkbxns7RB6xCkfcQgI5DkXVxmYQ5MOILQyH1E4EyFKQk8DZaAzsgOTjw0AydmTLJV1JR9NC2d0Mx/p5DOoDNAlMLO01aL9V498JKLJ/PVTyPZmd2Ggcs3TkJ14rSBQQNyV4VTRVDWDzbpUIef0LNIYkaSOpgnbNqHub/DDN7b0TGkpH7ntOnflI+6fE1Nzmbfd7h2ekr/bVD6SGsHmocWM6yKQhTNp265tKR9n5nMrdMGcSPm1Khjs6yqdcs4vw9LMfGxo23XZlKuMYjG/pDZuecrHACFj0nZd1HrbIx+7lv+ciCLBayuDIs8EGL9+dmRcXLh9MFptaIFYRVwLzqjWuWOILvB5WGcXXeyDtQ/uhVjlozs3sO1a/R5MEhHItmuFgwesfTBGRB0mYg0Mtx4jWzD52AB4qibFtms8eHUIXJ1ddBYD5m3XupmPK8lHXQIzK0zNLwrsN/UyH9Pbrg8XoHzEJISfswwTexpSB5v2NPbfnxwaE3c8dFxTHV1Q5uN8Utu1/saCyGettmvPdl38vVNV2zXGGRCQuSgfh+wpH6HMAbFi89CCbECYE9IS97AvYnOGNkZTrOntlEqkvOYkaTlv2Yyr2a7tkY97hyfFbT8fsZBHq6l89Kx1NVM+su2aYVSUtcqg7XpBo+06G1dGmsJJOkiGKq8MijwT/OjgmCTUWvMel6k6LfxssF1j/E9SyEYB13nzmm5xeCz7zOm0JWth9zojGlOzi4nxSarKR6x/wC1GzWMQr5TFrVhnMPnYIPJRNfOxLrbDJCtnZpmPwcKZjvZSkI/eIk6DfExrEwSGXUXdxtVqVoou2TSWou1atpu3SZsOWXaqqr4FaZZGgfdnX/6ReMXHbxcnFGyww+7HDCW2XadXw5qouuj76oTJ06aflY/JWLBku6ZoDyKzs8JDI47yccd6e+QjBcHbLKoKquH9TLJFY4IYX0PVwhxn98or9xE/f1+n+vPnk1f27p+/+fefild/8g5jtSeNddqZj3VTPgaI9CisdW3XNsljRl0iPZIKZ1Y2AI9rrFttrFezykS1WcySN+7Z7+Y9bltJPpKjycbPJgsPDZuuCRsHur09R1GgjN/4tmvXds3ko7KLKak4UrZdLywlzvNJMSogv1n5mD2YfGwAYKnEpiPK0hgEEWczNdh8p7Vdw2YlS2sUlXhhJ59p25ttgbJFTDIf0xBNRMj2K1rv0ipF8bl43VL5ODNfnnvQ4DQXRFiaQwAs5nA9brprvzXbdVYL/CTlI1npde5F2vQbZT7WYPzTJX+RdZOG2ApGe2S9AYDyESqHOHWBCTBP2lRMB3PAvMIZw0wyvEdpLNeU+QiM5ZQ1BRI/eBiXhLUZZAbia+HQwrjoh5WP2rZrFJgxGMCCa7vuaEsiHztX5OBNaKxbs3JlqIKKOsPGOygEQchXMdJqz/6TUnF//rbBSOWjFdv1xKxSNFgcsO4veu/qNTPH3LN0P7Py0abyUU357DsZ2jNx3zHUwORjA4D2UdVB3Wt7reAkGZm355Zk6II2eqqLmdDCmZJkPtKGWqftmjKu0gR400KgR9F6l9p2Pb8oXzd+zjJs+tIQ4FjEplHNINsN+PRt+xIz+Aq3XSdkPoIU01URe4tADYKKfr6mKR/xzKW1XAfvnywbr3Gy/dDwpNW8xyBhlDX5aNqkiLEETYxp4CkfczqYUclqCmLQywy09/pow2/6TCdtVqJA405dNpizCoUzMl6go40zHxkha6CktuuVDcD0Z7XMx2xcGbpjfdjzUaYyFJOm67M2DojV7sFVFrZrCDxQWqMSDRYHjD9F7129ezZm3gvLN2VEr/cmVTIf3UOxJII/6RANQgdyAjGyA5OPDbFdq8rZ62i7Nlc+6qm8iGgLZlyRki+vgP8o6CzibBJNUQ2AUQABkkZVh409XvdAyTIfTRRLuGZpSDBSEDxyclr8131HYz+WyKL1buFD/uRjsroIz6NW2/Xsglxg6GTktbXlW/RTFmCx1ZHSch1sqszSdg1iCve2zaZrgu1xwz98ASnTni7z0Yby0c1UzKtlE8+RDvmIuAw8rjZt12QXNn2mTTMf6eem4quqA2Mv7j+MkXGA+pEzHxm6tuvVrvJxedu1hvKxLG3XIeOdzWKWPAE14v7j06F5j/SsY49zKOXPRW3Zpk3XZeosmFI49MZcApKrDNFQZQfmX2gnkvauqtFMKspH0wNihjqYfKw50HJ8fFJdzk7EmU62Wlnh5cilyHw0UT4GBzX8GbxjmhxDG6DNJjZ3qrBhsZ1WCKlv/Z7plI9O5iORCLj/i8RsinsQm1dTmw6uIRZBT9q1Xtppb7h1b+zHwyaLhWRS2Df+H2QeFKZ5HxT0GCgf+w1sudLu3jDlow1L73LlY3a2671u2UwWykeMGziosXVYFDx8ofkkTdt1UmmDqvJxPAflI8YgzHs6bdcgttAOa1f5uJSqRIrGOl3yEZsYjGd1UVGDxI2KxWi1ztu0zTOaYbsm5WMr+YixU+UA0c/ULSjzkcQHIWvd0yxmI+ategSiyEdZprMmfZkOmq5VewnKLp6hw6a4tmtcN6cUk8dJW8WRtMdM2jN5EU9RmY9tUD5Wn/8oO5h8rDlwAg3+RVXO7tmua7BgTl84o2fjCC+cKXZBZEf5mCLzcW5RDuaqlk4sIHFyaUoaBjMfqeW76HsQC2eThlps2rF5NyFjyc5x5qYB8UvnbRHfeWBYPHB0PD7sW3Hhh/fI9v2cFAIt/6+zTUvVMKUQUh1pd5+vh1opd9s1ZT5mqHzc55bN7MqIfLTZBr3Mdq0Z49GK+YVTqd8jL/NxOvv72//Z9V7z2r4uq5mBaW3XNNbp2q7JelcX2zVIXJVDRFjnWfnI0LVd42ATToVW8lE1Kqgsyseowpkq2q737B+NLJshgHxMS6qS82Yote3aFc8UuH9FPqFK3I9z0Fn9fXbWoHk7ae/qvfcJ+1X6/+h8+Ta2XecAJh9rDqgedeTsqqcHTbBd6yr/vMDpYOajtyAq9nrq2FdWkq8pMh/nF5Ut10DaXDSQWHjdAyXJVMG9Y6oo63Ovm8mmmTLd1vR2iFddvsvLfrQRzaBLAtrKVQMxmbSw0A2pzqJlvKrkow3bNYgj8OzHM8x8JOXjriH7tmta4NoijEh1h4UxVH04iDEuPrGgTs1T+UgHmLqlQFkpH40zHxPKsOKAn70uYwnm8riyGcJa+f7NFe46YFTLdk2lM62Zj6punaIzH73CybDCGVI+jhbbxGzSdI01+aO3rI78GDRepy3TwfoTSNt2jXiTKigfgbJEQ5UddD3VlY8JtusENx7s8EWLhZoAJh9rjmF3E6iqfCyDbD1PNZVN2zURI8FBjcpuimrgI9AkR5tPFdjI95MbFo3MLwz8gKn1GmQfZT4CRU/uMqfN8P6jRayJCpls9lA6PXHnOnHuaWvEF+4+EEo6oIzmxJS68jGLEiVaEND7HwY8Vzqkp0pIdZTitA7Kbx3gpNeG7RoK33V9XZ6NKkvlYya26x6740Zr5i3GgjSFM6ZjSWvmYx6FM0S66bRd+5mB9shrOvgzfab94jr9a48NaJ0yH+PKZgh4/sE7TtTk52akA63lkmzXwEB3+7I8WvxZ1a2TNtYiLeLyzTet7paN0VVSPiJ6BLbrx52+Jnbe2bLGIQzT/GwU02LLdl1kbBiyxlWVj0XvT6oAUof2J7Vdu/doou06gRfocN13jGzB5GPN4RVJqGY+1sh2nWbTYGI7htQfk3TQYqtbWpMVJgosnNFRPtLpuElGJhZLeK0y89EyiWAK2VBrqnx0N+0mjddjru1tTU+HzJe55rKdMgPx5u89suJjQTwi4k71gEK3dVqnKAivNfr7OuVNWspHjfudAJtoXdRKWnmCFshHAPfRSMbKx6GBbi0VtyoGuuyOG8HCGbqH5wyJexvWeF/5mP24SOMWKbhVAfIKm0db7ov0hTOL8lAkqWglUvlYE2udqu0a5DHAuY8MgPLTkmzXANZtQbIef1Yd54kgK+qg37ddrxyjMW7DfValzMeHj09JReOFMZZrW2U6tmzXZRDPYJ0N9CeRjz0dhTuzqgBvHZGgJFV1bRIxHeWyAl8AQQYr97MFk48NsV1js6altqqB8jF12zUtZhRP0cKItqzagXUxmcp2nSLz0dR2bXC9/GwuP/Ox6LwtItVM0JvKdk1KV2cj+PzdW6Wd8Ybb9q4o06CFn2o0g1RvWW+7Xky8TpL0VByX8DOaKh9BGNRh/NMmtlKWmRBwH5GNKivlYxZN14B3aDGTofKxQNu1n/mYn+1aV/mIcQqwkfuITQQdZBnbrqWaXn8cqZvyEWO0iu0amY+ATes8o7qY07Bd93f5hAzm8AkD5WNhtuuYwhlgy2B3pdqu9+x3ymZ2R5TNrLCUp1E+ku06bdt1CrdQ3mQZ7musDzBHMSwoH1Vt155DMUr56Lrv3KIsRjZg8rHm0LVd1yrzMUVQfPDzqLE4CZhIWge0onNoCLSg0yIfLQR4Y0GmY7umzbWJ7dovGGr3coLyUPgkvaa0tmuTZ5Hs1aR0wtd6ycXbxYPHJsV/PzASanlRVz7qKRBVgHusO4GkxrOl+n3xcVjT9RtkPuJa4X1r0qIQtmsVW5wK1g84hSFZqL3xdVGOlIXlGvAOLeayIx/NC2dAEKd7jzC/Y4zNR/lolvm41iJ5FRw7jduu3SgPE1Dmo6329EooH3udecSmdZ5RXdBaToV8xHqFyAY8d7A/qkYF2cgot6J8jFjvopjl6PhMZRRVquQjNXmntV3DMUYHT6Yow/6V7t+kvRbtUYp2Z5UdU8qZj2qHD0n58rQO5tKZbMHkY81B2VuqtmuvMaoG5CORZsbKR03yDadtraeeRVtBCJjgMLmrKBcIadtZfeWj+vfsTPE9PZt9mZSPaQpn3E17GuUjZbwBL79kp8wdgvoxzalzJpmPCtcJiwUcKKgs3ul9N2m79ot+mrMolNmklmzXQ+5cAzu/beyjspmMlI+2Dy1a1X+yKd6UfLSUy4nNfB6Zjx7x2qXZdu2OWSgtSYvgOiaN8tF0DYG2axxiFD3/2wCupcpBLpHHJ1j5yAjYrlUKzbBuwxyP9YUfFaQ2h1NedHGZjysLJ1vtyRjDs3QF2C6bARm4M2Gu9W3X5jnPuCaI2zCJtiib7VqVLCvLHqXs8GzsCWQuiRcSMx/d/486UKR4CNPeAYYamHysOaASAdb3Na9whpSPqW3XqpmPUvkYbrsuQ+YjNkJxmXqtsJFX6ahB9W3XJgO/f6JVnsKZuRR2Vj/zMb3yEdixoU88/dGbxH/+5IjYf9wp7TBRPqZRb8UWBSWQ1N6zpHBv0DXrN2y7rkvurVY2qS3btRvxkUXu414qmxnKWPloKafPt/i0LyPQdQHlnLRdW3iPcCCRh/LRI147dZWPpJyzoHwMjFOm5COVmJmgz72fqp4hCwIJKjQVCz2Rx6MZHD4wqmu7Vjk4GQiMv35UkJoaDmvbLFwZqsD6v6NtVaTCE8pHoAqlM1h///DgmLhw+9rEPcOm1el/LuxT0+Y9BufZItduRJapFM6UYY9SdlCBTxL5SGVoybZrd5/YGa98NOkdYKiDyccG2K5xEo0GJ73MjKX6ZD4aqkV0VYtS5deyOC86h4aAhRzl/+krH81eOzbMmAjMCmcMyEc60eps80i3iQorH/38VZPCGb/tOohXXr5L2pE/c/u+EOWjeuFMNpmP7VZONoO2WV3LJ7Vd14Ew0AGIBWu2a/c+yqLxet9wtspHv6jKjmqLNkGkODfNfKSFcKct5WMOmY++7Voz89FiYcky23WKwhnjzEf3Z6+6uoVIXGoUjQNnPjJMbdceITOz4B2QoAFbFVm4MnTGmri17mbKRqxA7uNPD4/LeWr3tsHEj8WcBuIwTebj8MRs6qbrZW3XBe63QJZhvg8Wj8bd60VHQ5UdfoGPmu06ue3aF6nY3oMy1MHkY82BEyVVUqF2ykfvhMNU+ehcC9XNYhjR5hGYKXITbWAcykdNCyoIa5zkmp4k0+flXzjT7p2SFU4+SrVSWymUj8AVZw2JM4b6xU137vcmaY98VCylyiTzUUFdpFPe5IVUG9iu0xT9VBU2mpQJpGAg1X0mysf12SgffTWCnfce8yj2IHQAYaoapoWwDds1DiRybbvWJB8927WFzMDlmY+LKfJo84/OKBPoOqq1XdtTrjKaZbsOqsGMShI7UUpXkO06Id+clI9VaLymvEcoH1UA67UpqYq1PuYj1fVnHCjio2jlY7/CoTcddFb9YCov5SO5CNIWzvhzWRT56IxTnPmYLZh8rDlgqdQZ1MsQ2Gvddm24YdNtqg5vuy42BJuACU5nEUdI087qqX60Cmfc3B4j5aNvs/ftOyVQPhqqZryDAKPMx3lJevS3LIKQqfOKy3ZKVcqX9xz0xgh8LG36VRb4yDGjTUVexTw6Gaw+8ZHCdl2DMVBVoSzzBC3brqnszHbm47q+Tk9dZRtB5Y2tHDA8x2Rdw5xidLDifk7awhk6kMBhVNaFSqZt1x55ZUX5mN52rZJHGwU6/Kh643XShi08s5PJR0ZAta2grA8eGvuZj+pzuMzULUixFFY4GdYKXQXbNfIegQu2qZGPacp06JBSRyRT5v0r1p4qWeNlEUjUR/mopnpNKpzxlI/cdp0pmHysMUAOIPRbZ1DH5gj7pDrknSUFyyZBp6kaGzlsEFuJNhu5iTaAzbTOIs6GjaW16VUFvuT9lJ3Mx4ItDU6Rhxmp40cgmCgfHbI5LMD7RU/YJgm2T966VxJPyOaD5UU17Js24jYX+SrKRy/TReF+TKV8bFjmIyzXgHXbtZslalv5mFXTdRZqhBmUkAXmBNPCGdvKxzw2PVPzhm3XnvJx3toawDS+ApiD7dpQ+Uhz7pQlJW1RIBJXRfmIuQXqkVFuu2a46wQ4aFTWF8HYCxqfVNuuATynhSkfk2zXXjFLBcjHAyfF1rW9YuNqNeEKLOVYsx83yHmF5doW+VgG5x7G+n6FOY/brtWgKiRQtl0H4rnCQApttl1nCyYfawxqG1QtkgCg0MAmv8jMjLIUzuhYgD1lQEf5Mh9xGonTI51FXJCANVVtmpCPaWzXdI3xmilzpciJHdfdUZSltOzNmykfg03XreTDCx+/Vfz40Jj43sMn3GiG7sxa4O1lPuarfGxK27VOJpcKhtx7ybbtGs8yNiqPyqhsBuh37xdb40Zr4RbuYcxLIP11QGOw6VgSBM0DWec++oUzegcAa2y2XQfm3TTKR/PMR5fMrvhYomO7xhpysLeLlY8Mb35RsVy3xl6YKB+d9WpBmY84aIp5Ptb0dMj/L7vtGtf9/qMTYvcONdXjMku5AbHqKR+t2K6L7yzAWK8SNeIpHznzMVFIgMOspLWPauEM/X+S8pFt19mCyccagwL/dYgFGsDroPpJu2HTsV17RJubOWLyNbICbXz6DYiYNCfJrWULKkgT9utlfEr17iop0y+SfExr++9LqXyMKxh65WW75O833LpPEjo6BxS272kiaZPbrtWVyKpWjTA0zXY9v+C2kVqyXa/p7ZBKF9u2a1iugZ0Zlc0AOLDA+w9bchZqGFPVsE8Q22m7BrLOfTS1XeM9wEa9DLZrkMQqquy6H2T4B3tq1wElh5z5yKBNvOrBVtCxQqSMVuZjkW3XcD7FkI9Yk8J6XXbb9b0HTgqcje1WtFynJR+9faqNtuuOkigfFe7ZskRDlR3Sxq6wd6VnL+h2iJvLkjIfi4pvaAqYfKwxYKc0GdSxWapF5mPKtmsdpVWUyqMMmY9EwJGlRQdpMnR01BIEWqSaKR+Xk80g30pBPhpuXHtTbFyhasIGPgrnbF4tLj9zg/jKDw6JsZkFraZBHRJQqygo4Tn1bRVL1kKqw79Pswpn5iwrH7HJwv1ku+16n1s2sytD2zWAjYM123WL8tErINMc3yiGoqvdTIEXpnykUqrsbdf6rxm5j3bIx3SFM2nHcNqEUgxEE2zXZJ1n5SPDK91TJR8DsRcmhTNpMsrTAuNL0kHL5jXdpbdd37N/VKtsZlmTtwGx6u1Tbdiu3etf1P4Vh1WqysdguRIjqcAn+XrSwZhq5mPUmETxQ6x8zBZMPtYYXoutpvIRm/w6qH4wyEBFgdZmE9DgpEKy0MesJB9LoHw0WMQtUz4akky0YdFRvtD1MiqcaVFnIO+vyIl9nkoiDO8/09ZlLICSlI+kfqS8vyENy0saa3wYiNzPQvk4YJD5WJeGWlUsuMHatjIfyUJl23a9NwflI2Ux2bJCzbQqHw2fHb9wxoLy0R0XcOiQJabnFqSKwGT8g3Ju1IJyLnhQYbKmCarpm6x81D1IdN6/Oe14AUb9ANW2rvIRyvNxg0PzopSPuM+TMh9JIYhxt8zOMpTNIJ7zvK1rtJWPJqrOEYu2a4+AKmj/insPS+p+jbZrJh+T968qIgJkymJ9pdJ2Te64MFCpH2c+ZgsmH2sMCvzXVj7Cdl0D8lE26KZQ86DVl75OEihjZEXhjGWVmAnIXmdEPiJDx9R2napwxrztmt43/LxF5qmkVc3gWmDzrruQwnUHqQj7axx+8dxN4nT3xFq3lAqwtcgPZnXa+r6e8jFF5mMd1N86tmsbxBYB9xMpGmxh33B+ykdrmY9zi8vmBFIuapOPFgtnTJSPJiQSyHvdvEfCoFTOzRWufExqxmye8lHt/kPmI9S6TTnAYUQDCiLdzEdT5WNRmY80TiSR81sGe+XvZc59RNkMnDE6a6dUtmvDfWoYQChhzilq/0r3rFrbtfMxTD4mr+VV45N6JPmYrHyMe0473WIsJh+zBZOPNYapnF0O3gUG9lolH1ME9BtlPrYMap7NrqAGvuDGx9R2XZXCGc++6ykf7dknU9n+U9yDuHa6Gzgim0nhFAUogl926U755yHFVsMsSpSCLeVxoAWDCinoZz525Gp3BxYWl8TT/ubr4oP/db9ICxAml737P8Un//shkRVsElsEbCSwqLZJ4D40PCmJM6iqsoQ8tLAwbvhqGP+6krpXd3zz2q4tFM5Q5qNq4Qzew1/4q6+LD33jAa3vg5/dhPwn2zWe4bTqarJgYfNi8jynzY2ui/JxOqJQLwr0jHLuo4O/+8/7xdPf+w2x6DoNmgSMXapzS7CEwyuc0RhDML6C9EaOdJ7w882TlI/OOqus1uv9x6fEodEZcaFG3iOAg24cTJiQqsfGZ+UhO7U/p0WRnQW0Vu9XuGdBlOO54MzHeGAdoLqOwPOnQj7G7TXIKcm262zB5GONcf62QfHSi7eLTe6plCrwACeFtlYmaybFZg2lCTgEUSFZvMV5hO26yPDaidn5VLZr0w0g2v/C1KBxoLDfNMpHP/OxQ05ceS9EV1j2UpA6mHR1yUciFeIyHwmvfvIu8Ye/9Gjx7PNO0ycfLRHqqht8LeWju9nXLbtYThiYjYGwi+4dmRJ37j0h0uJhdzPw/f0nRaVs15Ybr7Fp/9HBUfHY09ZE2mVsgQ4t0lpGMeZj6AkrnJk1tV1bVT6qbXpw3R85OS3u1ryfVTLQokBKh7QKFlLsrevvMnqeaR1karvu99quF5tlu7bYWF4H/PDgqHjw2GQjm20xDmoXzsyBfHSy3mCnVAWttfJeb6setKNwBihr6czn7nxY/v5L523W+jxZprPGrEznJ4fGxVmbVlub14vsLKByT1WyDIKQrIvfqg6s5UklqkY+KtiuYxT8afagDHUw+Vhj/NLjtoi/fNEF0sKkAzzAdbFdm24aAEyGIESUlI9RhTMapTVZAYs4c9u1k/loshHXVUsst12fSp/56G38FippuyYiTPcUl7LckjIfna/fId5w5VliUENN5kUJWJqcVZtUfdJTQfk4uyiJHpNr39fp3Demp+e0mLShbjg0Oi1/t21hztx27VqobL3unx+bkATObo0Q/DTkHGIL0sYKzLjugSABZ6rs9tuu2yxmPqqp0va4BQQgwfOyXeuonONAY8W6vi75fuoqz3w1vdnPQfY7ioGoPvmo3nYNjHLpjAQR36rPXFNt18hox5jhtF3PK7UGl2G97ZGPXfHPx2ayJ5eQfMQzfuMd+8WO9X3iaeds0v58/Gy6ax58PK7F7u2DwhZwDxRnu3aVj4pkGT6uqP1JFYB1EvaC6srHNqXCmbg9qbcHbaBKPU8w+chYAUz+2HxVnfkHqZHWpoZNh8pGMUoZoFNakxWwiAN0F3L082MMpmISswWZfuGMycbfLwdoL0Wgsw21Eq7d1Lze66cNTlLmoylsL/BVc9U8QkJR+aiSuxP6fdwNhKnyka6/jQ0GKQmG3Vykytiu3aiPYUuN13tc5adOA6cpbGUx0SI4eF/7SvjF3CMcWslHVcUFCggAXVULnh+TpuvgnJHWPkfzMpSPwb/bLsOKAp4pOCiqrnxUzbQjDPY515tt12LZfdxE8lGncIbWbU7m46J2VFBRGeszmsrHMtqu/797D0mnwisv26mlNg3+bLplOjSv2zxULEXmo6rysbuzkWpoVZCDSUf5mLQvwdgQr3x0yccCS2KbACYfGStAE2jV1Y9pC2d02vO8xUfLZgv5ETjNLbTt2mv+Nch8TEEGRqlBMyucackODIaXVznzUXcDPq6hfDSB9czHFru8DdIT93y/Yd5cl/vMmo5/dP1hv06r3Do86pB3tpujWzMqAZAktkDNlcctKR/vyZF8xIYASLsp8Ma/wJxgerjiE8Tp3yPa0KsSISggoFZSnWcebdemtmtbaxCyYK13lXi6BwpeJIThOgLuCRCwVc981FY+erbr5pFtYaD7rokWS53Mx2DmLn7prlnTrFfziCXYONAto5zKSD5+6ra9ctx98RO2G32+R6xqHFLR3GJzXnds10uVIMsGuts9Zxojeu+qrHzsSLbc496IEzqQSpviiBjZgMlHxgrQhoEy+5pquybCQyfzMYxow2tIG5xfXNu1eQEMKX+0yMcO81OnKPKxqAW/Ddu1SXg2tdhStpttpCkFUikKsqFqgM3RVHUlCQMD0pcQLPJIu8mghTzIx6yySynigJ49G1jvKs1GLCkfsUkZGuj22tmzBDYENpSPYXOCue36lDXlI4h1jI0q4yLuu30jTss4cHRM7f1ETMeULJwpmHxcWK581H2mPTW9ofLRzxCt9lqKNnTd2oUznPkYvI9VS57qBDxDqrbrtORjGudMGlBBZ9JhC8QImMfKZruGAvGeA6Pi6ou2akXwpG28xqEi5oizN60WtoD3oKi9K43z6spH3OvNGxNUQXElqm3XmKcTC2fmF2MP0bpSRH8x1MHkI2MFeuqifFyMP+FQbntWOEVLIh+LtF2T8s+k7TqNjcUvnFEfZrpSBIb72YHLbddFbfw85WOqwhnYrvUyN8em1dquTeHfE5Zs17SxTdjg04JB5VRbWj5TtCf2plArBUmdtJsMsroi9iAry57NPEHCkMXMRywm7zs0LnOhsi6bWVZ6kCH5WGThDB1MqBAhpEzZtq5Xy3qNnw9DlmnbNZWUpd1E4t7BLUO517oRFq1zignqoXzUs10jYxPgzEexjPRuovIRc5fOuAXVGJGP2pmPll0ZWeSbQyFYtsKZT926V/4Oy7UpiHxU/dlwmHrvgVFx3tZBeSBmC0V2FnjKR0WyDPc3xlZynzAilI+K44AsnElYWzlt1zHKR/derHrsXNnB5CNjBWizVJR03RYwyFjJfFQYhDyiLYRAUS2tyQq0iTZtuzbN91NtAAw/dUqhfHRfs08iFLMBmrdSONMhN/E690/Wykfb6gLVzEcdIhwh3qoLwGjCIF3mI5B2kxFUEcD2mgVofKOWP5u2axuv+UcHx+QGNo+yGaDfUlyDf/gSbLtuL7xwhg4mVIgQsrujvE6HTCeyRZWsakWPO8YkhccnAWsYEAKmDfatavqmKx9VbdeknmLb9XJSgjMf1WIvEFmCcqjV2uSj3YPRLPLNUcxydHxWu/wqKyBP+pZ7D4knPWq9OPe0NcZfZ7Om7frB4Qm5N7E9rxfZWaBLltEaverzQ1mUj1hvLMa89xBxOORjW6w6mYqyGDUmH2dmZsTVV18tzjnnHHHhhReKq666SjzwwAPy/1796ld7//7kJz9Z3HnnnZFfB4qI888/X+zevVv++va3v53jT1Ev0AKz6spHK+Rjp57yMWyzhQVRsW3XC/I0x2QDlUaJOK2plgg27posHlvzuXzysZj7OG1eWHAxq7Np9gtnslY+LuZ6nXRIz6lZWD7TKB87jMc/ahu3YbsOkpdZNV7TIsum8hGLRYy9IxaKcvLMewxuCMplu7ZXOOMpHxWIEFx7kNJXPnqT1v0MtTaQvnAmZeO4a7HybNza5OOihQOkGigfNQtnQBpBzcS26+VjQdOUj9jsw77Y5a7rVGMvyOihq3y0HQmje9CkctAOhSAIEhtzow187o6H5fr+VZfvSvV1dG3Xe/aPyt8v3GaffCxq/6pLlvW7a9Rxtl5bynwkd9SicXFamj0vQx3ZSGM0cd1114lf/uVflgTiBz/4QXHttdeKb3zjG+IFL3iB+Md//EfR0dEhbrnlFvHiF79Y7N3ryMPDAMJx7dp8Nih1hq2myaIXPfYKZzQyH7siMh8LHMhQnIBFnIllMZXycW5Rkp46pEaavA28RmyUqamPFq7U9l3FwhlkDwLYvFKOnnrhTEUyHxVz1Yh8TMp0wdfD86Ya+h2G3s42MTxhIfMxhfIR4w6Ug9jEY7Ny3FJ+Yh62a4w1Q/1dVopyqBHzgq35zO1e4Uxa5aM7ZgY3pH7b9VLuBxlB4GAiSJJHzaHIAXvsaWvEjvV9WkpelM0AxWc+LsmNBg4TUmU+plE+dnVUvu0aYy7GIdUxAs8/rO6sfHTGV1rPNC3zEQo0oKNNr+067M9lznwkhbYKOR8sZtnkEnZFAXbfz3z3YUkcXvXYzam+1sbV3TLiQnWO8A8VB4VNePE8c4uZRQ/ZUj4WHQ1Vx7ZrWnut7jFzMniFM6x8rLfysaenRzz72c/2iJFLL73UIxif97znSeKR/v2RRx4RCwvNOjksAv4DXN0B0VZAfxds10pt1ys3mrqlNVnBJLjbSubj/KKW5RrABgdDgVnhzOIy667Xdl3Qxs9W4YzuphkbHEyuafNO87Ndq+WqwQ4BMjvp+9K1SqN8xOea5s0F1S1pbNdU7nH2pgH5+3BGyke/SdnucgDWaxuvGbmDZwz1Gwfh64IWuqnbrkOsql7mo+bcapsgxsEE5rW4Of7AiWlJHkNxummNY6M/rFg4Q0rtotuunXD5gO1a8+upRkLEARtRXOsqZ0hJBanmPIbGa9hnm46ga6FpykeTcSuodtQunPEOy3POfJzTs10DZWi8/tqPj0gS9GWX7Eg9t3Rqluk4JXJdYutaJ0/YFry84ALcZrqZj0VHQ5UdugU+fi58hPLRK06LvtfpOajyfF0FFE4+tuIDH/iAeP7znx/67yApiYwMwzOe8Qxp0b7++uvF5ORkxq+0vihStm4Lqg26asrHdLZr1dKarDCZinw0J5rkhkVz84lDCFwvE6Voa7t50W3XRKCmWdR55KPGs4ifd3WGJ75p1LBpc9VUnkfkPQJpMh97DYp+CLCzgkSXC/EUGwwiLh97+ppcbNc6jaQqgFI3bdv1CbdtOS/LdW6268VibdekCIkbG0lxikwuzGt4P4+o2q7pAMA089Fi4QzGDP8QR7NwZj79dadxyDRDtgzAddDN78RhwYkptl0HDw6blvk4v0AiAPW5JZjzOFC1zEdF2zVQhtKZT966V663X/qkHVa+Hn42lTkC4/JPDo3JucV2iVyR+1eTtusio6Hqq3w0t11T9vn8EpOPjSEf3/Wud8m8x3e/+93L/v0zn/mM+PznPy8++tGPRn7uvn37xN133y1uvfVWcezYMfGHf/iHoR/3vve9T2zbts37NTExYf3nqDpM85HKBDrhSF840yatI0ltZNgk4XuFtbbJzMcCC2fGQT4aWnDTWGynDZSP8nu2txkXzgTfb/qZizpVtKF89G3XepmPa3qzS9QghZwtNa+OPV222SUsKmnBkqbtGkopWJ1NSHAU/oDA2jLYLY4oKsXCQAoC2F6BKtmugQ0DXVJ9kCbvjtqWL9xm15oVBy+uIZPCGbPx1G+7XmWVYKVyKpWsTSh2lAtnvMzHjmJt1y5pZjKOLldlpysNc753dVVvsJXqko9QPrLtevk93Djlo7uB17FdB5WP2pmPhuNrWoSp3KOAdUHaSBYbuO/wmLj9oePiORecJi3TNoA54ohCmc6PD41Jd5rtvMfCMx/nFuQcrbrm96OhmjUuZKd8jFe9qsznXDjTMPLxPe95j7j55pvFV7/6VdHX5+QLATfddJN4xzveIb72ta+JzZujMyl27HBObvr7+8XrX//6yMIZqCIPHDjg/RoYcCxtDB+kEkjbNFkkbBA/wc9PIiGmY2xJUIrlvRhqVT7qLuJWKh8XcyMfO5GRaVg4E6Z8LCpPxSPVUpA6NOnqHARkr3w0a+y1scFXUT7SKXLatmvTA5ix6QWpLJMqgLEZsWTYakmqSVI+DmfUdp0V+QjlZ1rF5j0USp+j8tFTI1iyXQfHQNqc6hfOnLKe+QjE5T6C+AVJ+agN/fLvW9Y4ljoVNbDXdm34DNqKfnFIs7YAAWiW+aja8hwGUm1UOddLKkg1r8Havi45Vlc5vscGgqRz45SPBnPLgA3bdYkLZ3zbdbGFM5+6bZ/8/ZWX7bT2NUGsqpTpZFkiV2RnAcZ4nQM3P/ORycd4G7vaNfVy4SP2q0RK0h4mVvnItuv6k49QI954442SYAwWxkDt+La3vU38x3/8h0cuhuHEiRNiampK/nlpaUkSlhdddFEur73WbdcVVj7aKPsI2jiSNouSaIvYaFFpjYmFMy2wEMCGK2hlycvGggWZyebT1HbdmvmI646MwKLUBjbKCozarqfnxZqMymYyyXxUWBB437sTzfEJysfZ9MrH3k4zsoKaCx3lY49UTaM0xgRky9q2tk+WN2TVjknEli1VHYEKkoZTvG4QYHhdRMDmgX53oUv2fau263Z3PDUtnLHYdh2nfMTC+wePjEplChV44X7GmKaiZktru7anfHQUe71dZmsaK5mPdVA+QkGqeQ0wZgFNVz8G77nGKR9d23Wnju06sHbRLc1Lk1FuRfmosN7FwTAORou0XY9OzYt//t4j4oJtg9L6bAte43XCz0bkI75/nToLMMbrHHp70VBMPoaC1mB91mzXCpmPbealp4wKkY9QH77pTW8SJ0+eFFdeeaXYvXu3uOSSS+T/vexlLxMzMzMyAxL/jl8jIyPy/z784Q+Lt7/97fLP9913nyykQd7j+eefLz/m/e9/f6E/V5VRh8IZj/ix0HYNqJRcRJ16orQG4idq/iti8DbOfEzTdm0QUk8L1XnTzMeAOgNZMlB8FnWqOGeh9MgrSlDcuCIeYDLjlj8QuuAjbC3w7Wc+plc+EllhRD7O+MpHwHSTQeUeKPuAhdlGc3SutmuXfDR93bJtef9JaTvPqjwpDCDbcO+kJQrCSgj8wpmlQt8jGh+g0g3Dz46MS8Ip2ETqKXYU7mdbbddp1iC4f4g089quDQtnUmU+1kT5qKv+XOsWRJ2cbnbuY3AOaVrbNR0i04Y+a9s1rSHyt11HF06GYfOgeoRFFvi/d++XY+E1l+2ymrmoWqZzz4FR8aihfqmOzmr/Wkjm49yi1qG3785i8jEMU56LyZLtWkX56I4hrHzMFtnJYxSB3MUoRdj8fPRE/brXvc7782WXXSbuvffeTF5fE1GHwhmP0DBUXuiSb6SwSFoQ2d7gJ4Gsg8a2a8r3MxiI49SgccA1MrVdt9oSMbmnzW4zhZ/TlkL5qLkJp581y8xHWQqkWMRkW6WM5zlpA+dlPqZsuzYhPzCXObb3jmUL8fO26p/wI7h9XV+nHFeG+rvFz49NNMp2jbZlqEaRSZU3bBxaEDkfVIyVpXAmSfno2d0DmVyeqmV0Rpzr5pBm1XbdY6hUDA+Xb+PMx5SIW9/EZT4CTVc+NrntemEpX9u1d7iTt+16flEeyqr+nBhLf3DAGWPzBmJgPv3dfdKZYHtuhTo+6cD15NSceGh4Uly9+3SRBWwcXJkCrhud/Ey/cKZZ44KOeAbcuOrBV1Lb9YxK5qPr9EjqeWBUXPnIKB/8zIzqPnyeYiGt8lGxXAMnLXG26+BryhO0gTYtnPHJV30SRl4T48IZfZXobEgu1UChysf0pUe6tmva3GSZ+QhAiVbWzEdSGKk25IWh15CswMcj6gDXnxbihwwVDofGpj0CExuF41NziUHuqdQpWdmuDYtyqG05i1D6JGC8TN127eUetqUu8KKPp4WxvczHKPLRb7oOqnUAFcWOZ7s2PADAHIAfNc0BKB0YOrZrw7ZrC7ZrUmCTIruKmFnQb7smVVPTycfpeV8FjLG2yo6iPGzXqTIfU2SUpwHeU521LtYGsNoWsTb95v3HxL6RKfHSi7drP9M2bNf3Hsg2x7m3aOWjTuYjk4+J64j+rg5ldS4d9EbargNrgijQAcJ8AU7FJoHJR0YtlY/WMh/da5Fou45ZfPinsflfT8oSGTAkYkwzH+njjchHw8IZLOxbN4kgEYrKU7FxD+oWJYy6qsAsMx9VScAsDgq02q5TKR/17O4EInOgPPVs1wkWpCjyHk3ZRGDCdg2DAFQDtkGtflm0XQPHDZWPWYbSJ8E5tEg3XmNOAIEWvK9NbYFQPuLr2LLI0fgQpcRC1uZpgz1ik3sPtyofk0DPqMn4D+DnxOeSndEEpHLAmIHrjvdCX/loYQyvuLUOSincr7q260HXdj3acNs1HeLT89Ok0hmv+FFH+RhYu+gemnvr9RTjhulBk06+uWo2Yha44da9cix82aX2imZWHFDFlOlkPa+b5vtay3zU2Gtx23U8MGfqRLd4tuuI9ZVKxFO7Gys1X2BJbBPA5COjnpmPlmxqypmPMeSjR+DlvCBapnzsNlPCmSp10rSdmhTOgKwJs10Xmfloo6HWa12eL5nysdMpUbIB+b51qBEruSkfDRsTg9dfRynWihNT8/KZo03KBrIwZ5D7mF3mY7rXLNuWuzvEGUNO23Le5GOUJVkVIM4wJwTvaygX8Vdt5ePiKWuW6+D4EBZhgPESmY+tRQQ6GaZpbdfeQUOKDSStXzBW4T3AYYR25uP8knzPsCFJrXysKPno2dc11Z9suxbLDrCQ3ds06zVZF3UU28GIIN3CKlprmRQWpoHMN9cg5+lQUeUgxyb2Dk+Kb/z0mHjmY7eIrWt7rX99zNdYs8bNEXA0yBK5hOiOqu1fMadjza9z6I05Hb+qOjfkonzUUD/3JDj1vDVBwlqqo72tkI6GJoHJR8YK4MHEBqnS5KOFpuHg58cRLYueMiAh87GADAk/89FU+WhmGQ9relUFSBDdsF9M+lCGtdqusRgiK2xhysc0mY+aCjwiTLLMfPQIYouZj6rPKT4Oi4K4PBa6Vv0WMh91lVJE5kBZprIQjwJtSsh2vcFCc3RinqBl8hH3Ln5+k9e84LYtX7B90GtbzhPy0GJuMTKPWgUgzlrJN5mX2q5P3M8tLFq1xVPhTBgR8sNHRmVBWqsyBQUi2Cjp2a5Tko8pDjgodJ5IM3w93cMER02f7rkwHUvKAp/ENbRdN6xkpRV0z3nKxwZdDzqApRIHFfS7zwsOgHTH/jQFiWkQJz5IU8xiG8h6BF55uX3VI81vIFaj5ghZInfgpMwMtm35Ltq55607NaMCsE7ktuvozEcj5WNk23Wy7dqP/mLlY5Zg8pEROoFgwV5l2zVt7tKqRVQCrGmgiyQfC1oQBbNEqGDA3Hatdy/QvaNr1aKFqq7kPSo30GuTKyDsH/eMbIZOQZ7oZg+OkfLOUOmqc1/Ys10vKmeq0TMW973pvU5DfHjXXXMMJDIH5I5ciK/pMdpgEGEZtF0DWTRe0waxw3LmI2Da0v2zIxOSPGpV3+UFbAhwYBHVmqiuhmkPj5UwOFyxqUzFuIyxKcwCis1hWNamzv1MOXemtmv5uV36ZGHcvIzxQNt2LXOE022SvbbrihbO+PZ1zbZrVj4um0OIcGqS8tFEVQ+VMZ5VkwPzwjIf5zQzHwuwXYMc+/xd+8U5mwfEZWdsyOz74GeLipp55OS0GJ6YyzTH2Wu7zrmzgDJ9SemuiiLdWVVou+7XEBH4hTNRtmtV5eMqJh/r3nbNKCfSLvyLhg3VGUCkSJzKy1P5BYoFgqDXUETmI5GP/YYqMGPlI9nuDAtndDfnvtK1PTJThdQ+eQE/Q1ryW7e5j5SPpmSzKkCoH5+0l/moo3ykz3FdvaELljQN7wAp1nRtn8HMR9pw/vCgfqvl4VbykSzMhvmJRdiu6XUfGp3W/rwoAiwvUNYYxk9T63BUQ7BJWZPMfLRouwaRiNIZOqxotcXB+XD+tsHQjeX9R8cTvz5IPmwE0h68nEiRceqTj851A6GhbbvWGJsSlY8pM0SLgqcg1ZzLqdSIMx+d931TAzMf/blFbxzAobFu2czytfZSqQuZaF7/wt0HEluvT1/bK/7kueemzvv90vcPSuL7zc/aZS07OAyYI26dHZGEWusa7J792ZbNLFsz57zfQtN1MONXFbjPuXAmRvnYbU/5SHNZktjBcd+x7TpLMPnIiBzA62C7ziPzMSlcX7W0JkvbtWnbtWnmY5IaNP57rnJt1KeUF0lRxQD0cxdxsgirZNr7D5t3bJ6VlY/TC8s2flnByV60lPk4r0M+JitxsWAB55GGNPALZ3TJx+WZm9hk3PbgiFQd6GQBkbrMz3x0lI8jGdqubbddA2duHJBk1v1HxsXZm1crf15Y23Ke8A4tZhfExtURLHcCQHStc62nQeC+NGm7tm2LxwFFmAUUG8SzNw2Ebv6RY3rH3uORxGqQcElT+ETz6aEUaxAKnafXCRJZl8ykPNpGKx9pLtfMfISCbV1fp1Q6NRlEPm5uYOajZ7vWHLuees5Go8NDGWthWFiY9j3WOaQaGugWj9myWmbr7huZjPw4Sgt61eW7xI4Nfale4937Tsjff+WC00WWCGZdY/4PO1TcvX3lwZYtmB4cF6V8xDx7dDz/4qGyg5wn/VrKx3jieVZRxd/Ztio22omRHkw+MkKBh7PKtmtrhTMJAbZK5KMhgWcDE+6Gx+QUOY3ykU6YTFRDtFDFwhVEpAqiWsyo5buITBVbVkls4lVJsLyUj10G6i0buWpJtgovpLqrI9Xpvkc+uvZR/czHzhXZTme0LMSVbNctmY/ZFM6ccotQ7JOPv3HJdvHF7x0Qn7ptn3jn1ecpfx4Iy9a25TzhxTWkGDcwL4TNCZiTdMdTGyrqVuAebbXEYxMEa9yLn7At9HO2uATK0bHZ2M2wbgZaGHpSui+80rOA8lH3MAEHSGmVj07pUJWVj+YRKhj/TDJv62y7blbmo5mq/m9efKHx91QppbMJHJLrjncg5v/1956S+HF/95/3i/d+7WdWlHETs/PyUDbrPHCvmGx0JfmIeR1z6xlD6mshXdB4nXvmo6nysaejUQcSuhmaZpmPEbZrUj4mPKsonGHlY7bgzEdGtO26yuRjhA1XF13tru065hSEskWimp2LyqFZpnw0JB8xCGOhFEe+2i6cMWks9LM8ln8/avkuRvloR62Ea6i6Cfdtv3koHy3ZrjVy1ZSUj7N6Vo1s2q47lpE1utlO+HiQTSj5oPIGEBhZ2a6zsFwDj9+xTjzu9DWSgFS1G1LbclGW6+B4mWZTgHsnbE4wKWvCx3dmoXxseU/uTbDFeWR6wv0Mki9N0zXQ6x6Ampb+eCoHd8zQGUf9r4GDkXQ/B0j9/i4UGC00ynZN9wsOXtIUN1Ud03MLUlW+3j1AahLRMJehqj4+jzq/tbZqiUXa+I+0wNeAmjRLy3XcHCFL5A6Migu2ZVsih59PjvU571/TZD7iHuKMweWgg0Kttmt3r51UOJN0oIjxit+PbMHkIyPGdl3dh091kEmCSlmMV64SsUkxVQ/aAJFuafLvTIimVG3X7vXSKZ3xyOYWdQZZ3oiEzRM6Lc5xcBQ7qm3XC5KkGkhpebTROp1J5qPC80jKxzQwbrtuIX8p20lX/YMNOxQEtFHAAcD6vi4xMpmN7TqrzSFe/zWX7ZLX8Yt3H1D6nKi25SLIR9NNn6+GabOifMziPYLyET/fEnn7ltniwq893c9J5KNju06pfOxsl/eBqQKhNfqjt6tDjlk6mwobtmtT1WXVC2cAqJdxDUcbpPYLJeI7270DqSZlPi4Y2q7TIG/lo6+wbs8w/iP9PYM1MIrUskbUHPHAsQk5J+YRpVJEZ4Gv1NPPfAS4dGY56HrorCMgloGLJ4q7oDVBMvno7G8Y2YHJR0YoMJHmnZlhE1EZgLpQIQ79wpn2eLVWQW3X2LSmIcFMMnTo3olSg9pXPoYXDNGCvwjbtS2rpM5CChsbLGayPFlelgVqgXzUIWmTTjZNQqrDQKR5WuWjb7vWIw1BVpJ9iYDcx0xs1wt2m5Rb8bzdp0sF56dv27eM6Eosm8kwF0p102e6IcBzgR817PCl27Dt2rbtGvcoBGlBRR5scXh9j96yOpJMAqLaTIMbsbS2a+8ZNFSweOHyZLumBnuNZ1qqsi1c9yo3mpLrwVT5CBxSaEivK3C/gZCgKI4mKR+zLDOLgkmmbhqkOWhPApGFExYiG0j5mDWCtusg9jxM8/raWnYWTHpFh7qZj+2NGxeyUj7SPBWlfFZVKWO8KiImrUlg8pERCjycdbBdp7W90oYvzsaR1OzsEZgFyLhtWC1MykWS1KC2S278LI8W5aN7ClmU7drGolvHQjKeU6u3Sgt8NsrH5PImZKulLbuA0hD3oe4YiDwvvF/0vpsoH7FoPjE17wW3E2Dby8R2vZSd7ZrmkpdcvF08ODwpvvPAcOLHo/AEw9UFBdqu0x5azLhRHGEHUiaHOVnYrkmdSyVJUGui6Oe8rYOR30vHdm1D+QiYbiJXKh/1DxR08mhrq3xUbAhNo5StM6iMBPch1qOc+ZgtTJTlaeBlvne1Zad8tEBMYS9gWjypg6GBLpkt2XrgkKSqtwnsA3LPfDRWPrrRUBWN5cjctae5joBCP9p2vSjvTagj49DRvkosLDH5mCWYfGSEAhtoXYtSPduuk0kWv0Gr3bi0JivIBUfK004nQ8fQdm1UOONMDDr33txiROYjZebMVFf5qLNxxcYm67IZm1ECUMI5G/x2a98XizjdBUtau3uw8Cd4/TcOdMvFDrVXqwBlHsG8SMKGgW5pX7Q9JktLr2KxkylefslOSSh+6ra9iR8L9V1U23JVlI9kVQ27r53N8aL+WJJB5mOwpGrvyJQkIuOyNjetTiaT8Ezj+Uzddm2Yu7oiq9B9D/wGe7X3FGSsjcxHoF+Whi00rnAmSgXVJATLSPDMNbPtOsfMRyifclxrZ6l8pPWrjcNzKPPymFNhfd24unvFgeue/aNyPKADrLrFhpkqH4uMhiozaM+jW+CD+Tradu3M50linM62Ni8ygpENmHxkZGJ5Khp+AUkOtmtSPkYQHlRaU0zmY/oFh0mGTlIDeNqSn0jl44q2a5d8nKtu4Qw28bj+iwqW1dyUjwrZiyqg91i97TpeDYVrhAWG7oIlDLBpmtiug2U/tBDXUf7Qx7Yu0ofcwoITlq3XWduuge3r+8QzHrNZ/Od9R8X+41ORH3dsfFa2LRdZNrNs3DDcEMTNCbqFMyDB5jNquwbGpp2fcc/+E4l2d7wGKFviyHRP9V607bolq9AnHxeViRPY0q0cIHW3e5vTqqFVQaoDVaVsnRFUAWNuaFLmYyG2a4yvOYom0jwfysVnKclHHAjZECKoAiRj8JnHwYsskcspSqWIwhk6XOrXPHRbbbFUqE4gJWi/5vVMUj6qHKLhMD7PMaSJYPKREQraNFU199Ge8lHBdp1AtBFRU0SGBMiQtAsOE5tgusIZV/m4cCp1xmdaEiE1+Wgp8xFIWkyBpMDGZk1vDspHdzORtlVSN5s16TDAXwC2W7nuJoUzrcpTLMR1bNe0aCfLImF9v6OEHLZsvZa267bslwLXXL5Tkjmf/u6+yI+518t7LAn5aLghiBv/cK/jHEG1rAkOBFy3LNqug8pH2N1VbHHUYJyoWOgqOvNxOSnQo/n1dA9G4tDf1SG/r8oBUtkwk6LN17Rwq25t1zSHN0/5WAD52NmWa776dEzERlrYKiOZcse8vMhHzBE4SKQ57kcHx+TYl9e8jvci770rkWW6855fKtSccUEFiE8CdPPbZV9FTOajipOhg5WPmYPJR0aCwqia7D9tHNKSP17mo0rbdcSJStFt12lzXkwyH/3CmbacCmfCla5p7ZNpYEutpGoXxP0Ftc7qXJSPdtS8ugplr7wp4n70iY+OQshHbCxbrz8W4kfHZ5WJh8Oj0/L3sMIZ4Lht5WMOtmvgF84aEmds7Bc33bk/UlEKy3VeuVBx8OIaMiAfvSgPxfEtqw28n/k47117FAPtWN8X+3m4L4+Oz0SWB9F7mz7zMblcSsl27b4HNCaoqpnJutmaI2wCuhZVdJKksV2v6+uUc6BO7ESdgANBED+e8rGnacrHAmzXebddp8g3zyvzkT4/j8IZOnTA9EAHpcgSBnbn5GgoorOAyDLda8xt17aVjwm2axXlY3tbZSPnqgImHxm1tF3bKpxR2SgS0Ral8lMprckCOHXE+9dfZOZjZz6FM/SxradaWIhi4Zv3qSI25lAs2bBdqzYvU5D9mgplPvpFQe2ahMRSfEh1yrZroK/TUSupAosVkJWt1x8LcRCPwxNqjdfUjL3Cdu2SjyOTes3ZZbBdA8jZueayXTK38sv3PBL6MSDAumLalvMCNSMbZz56hy/hykdAVZ1jS8UfrXxckN/jxwfHpN09KQ8JRUggFY5PhZPgU/MLVpRAaQtn/JZmM9s1jW1WMh/dOXiqghvM1uxMHeBe2rwGsRN2x6yqAPcQVMtEfOOZw1okirivG4ppu26X6/W8rnGafPMk2IoNovVvHnngYXELmNcxrZy/bbC2nQUgy5DvrauU96z1DVJEq4DWXrqHmIm2a4V5DHtGx3HSjHG6CDD5yAgFLdirTD5is5am5ZkGIXwJNeVjVNt1MZmPk+4ma3UhtmtzqxYtVHUWDlH2Xbz/2PjlTT7aUt7q2K6ptTYX5aMlQt1739rLqXzUyXwkdUGY8hFQVf+QRbGVfMzKdr2Qk+0aeOHjt0pL/A237luxsPPalk9fk+tmNQxtbavkpiAb5aOestsbSyyrh/zMx3lx3+Ex+X1UFKdbEu5na7Zrr3BmKV3moztm+OPoQiaREHGga0FzcpWQNtNON3aiTqBnga4dnjkMe0VkUDep7RrIK7MtSXyQBu1tq+TXTa189A5l88t8DM4RaLo+a+NALmvTovaveNb7uzq095x+qVD15oYsQXOl7j2L+T5qvz6rqHxEVjsAApKRDZh8ZGTSNFk0ZLaDhQUPJpIk23HSyae32cyZfLS14DCxseC+6WhbZbTopM/RuV6+SmXl90tDIuRFqsVBVbFDdq48Mh9N1KnxitU2K0U3nvLRUts1nm1VBUXU9fcW4oobcHzchv6uFaSHb7u2qyLCe5CH7RrA5uNFT9gmfnxoTNy1zyk4IVDb8u7t60QZAPWs6bjhW37bUj87ZF3MqnAGigvPFqdBPkYRSt5mPG3bderMR6fwC0SyifJRd2yKQ5HxH2lBax9TcgWHKIiKyNv5UQbQvUv3HinPyKXQHPIxX9t1nof9frGVffKRyKm04wZ9fm6FM4Gs15GJWbH/+HSuOc69KVXzJsBaQTefcHm+dDPGBFVMGa7l8Rzi4CEs5ghzkMp8TuMVW6+zA5OPjEwsT0XDVtmH104aZ7t2N5qRhTMFZT7aWnDAEouBXLUgge4b080KvW9ayseYXCr8/HmfKs5bVT6qZZWN56p8tJz5qJgnRs9SVKA0EQs2Tvi90i3FTTNd/9a2cd3SBagFWstmgCFX+Thiu3BmMR/bNeGVl+2Sv99w695l/04EWF6NmEmQhxYz2SkfVZ8dIsGyKpwBab7HLZu5QMEWB9t1HJk+ZUkJZKNwJjiueLmLyrZryqO1c5AB6GbIlgG0vjHNviSy+mgDrdcomwGCbddNslj6mY952q7zjTmi8SQL2zU5l9IentP9ljf5iDkCqkcgT/KR4k5mDFXzppmP/QYHbj75WL25IQ/lY5/mPesJFEKef4gWVA4JyAlE4xfDPph8ZNQy83HWUtkHkW9pbNeQcEN8QQRZXrC14DAhT7HxC8s7UwHZC7UKZ7xm0pXfEz9/3ot9m4QB5c8lbVyptbaV/Cp15qNmrho9Y5HKRwqptrDI1iUMojI3dWzXUFmizKO1bEZ+3d4OqSbOwnaNdr+8cNamAVk+868/PLyMkC1L2QxhoKfTWHES23atqezOyrrok48LcoO4fX2v2DDgENxKysco23WL2iv9BtKcfAzOyV7btXbmo5226+D4VCXgOsJJaHodgkRE0+AR8Y1XPubZdh2/RrCNNPnmKrARG5S78jEwR9DBVl5lM0XtXzG2mygfue06HFSwqftcxZXlOm3XCspH1wnEysfswOQjI1XJRROUj0m2Y2yO8L2Qz2KztCUtaDJL23ZtYrGdtqB81LJduxNN2Htuw7aiC5slEb2Kbddj0/mFivulGZYyH5XbruNJT2ocTEt8mIyBUZmbOptvlHjgtJXUZa0REOv7u6zarpGziO/XlZPtmvDKy3bKPJ3P3v6w928gwFTalvPCQHe7GM+ycEZRmZNV4QwOxfCcHDw5LX5+bEKWzaggKUaA1F6pC2c60tuug0p4yoElcjTNnKIL2pTS+FQlSAVpivxs3czbOsHLPw1kPjZL+Zi/7do73MmJOPDFB9lsp23EBuWd+YjvA8WmVD4WUCJXBPmIZ90kaxzEPMbXKkZyZAm41fA+xu2r49YNra5NuPcwJqgIHegwfoGVj5mByUeGFcth2TCnmO2ggi6FzMeehO8FKXjemY9+82/+ysc05KNfOKM+8MepVPDz4/Xo2MbLWDiTFIHgKR9da1eWUGmBzyTzkezeEdfCpvLRs7srLmCjMh+xecAvFds1bdDDlI8AyMeRyblK2+KAZ5y7WWxd2ys+e8fD8h7Arx8pti3nBSeuYcGo8TBW+ah5uOIXzth/j0CG3HtgVJZgqCpOcX9jox3VYNxKuGQ97kVhpqXZUtd2PbdItuumKx/VrGpR0I2dqBPoXgu2XQfniroD8wvU+nmO6d56db76hTO0ljGdh4pquwZwgIr1DA4VH3f6GuuHZ2XrLMB7ZJo1jvclbalQ3QCxBXK3dUGHAK3rBm+voXBIYBL9xdADk4+M+LawiiofZ60qH9tjN4qSaEuYdJJKa7KA176bmnyMbxiOWpCZngSbtV1H53PRz59n06jNsgJV2zVtaPJYYCYVv6hCN1ctUfloqWnXxHYdl7m5eU23kvKHNuhR5OPQQLfVzEd6xvK0XQM4zX7FZTvFsfFZ8dUfHnLalheWcs2FUtn0IbPcRD2hRD4qjm/zXoSD/Q08xgoKZle99iASZINxxP3sl2wUWziDsSk4L6sqyIOfH7RxWhlLKqhuaSVxdZHUjl5neKq4xmY+LuV+sBWX+ZbHe5zFGA0SN41zKm/lIz33D41MipNT88qqeluIUr9lBQgb8P7o5hPatNbXUflosoaIsl3r7DVwYAIw+ZgdmHxk1Ldwpj0f2zUI2qRTT0c9Wd22axPlY0+Otus4a2IRmSpELNggDDy7oHLhTEd1Mh/n9UhaNNfiuY7aWPht1zYzHxc0Mx87Q9U/RxQKF8jKGma7psZr3Me2xmWyleRtuwZe8sTt8n3/1G37Am3L5SibCR5amCgS6P0JGwM91bB227X9zS2RISCDzzt9UMtKG227tlPAkLaxVGY+Bq4ZfT3VwwQvEqLdYtt1BQ9zW+3ruti0xskRbXLmIx0gNjHzMU/Ltc0yPFUkFU6mBam/0qxfaQ7LK/OR5ggSa+ad4+zlBee0f6UoD1Plow1rfd2AdbeJiMBTPrbsEWY09hqIpAEQDcTIBkw+MmpZOAPyJ6/MR/xfEtFWaOZjd0GZj8aFM/qZPbi2OK0Kywfx2uRyVBvMWdy4qlpI4sgv29DNrbNpT8fzGBYmvWyzZ2DXSJv5GEf+YiGO5zFpgXlEwXYNHLdkvfZJ8vyXAuv6u8TzLjxd3L3vhPjcnfvlv+WtkIhDmkOLGQXlo3LbtWv/zUr5CDx682qt8Rpk+uj0fOjmrrVkwxQ9XencF61t17jHcQ21264tZLnpHmSUCYi4SGO7xtoH41YzbdctbdeU+dgQogEHJ3nPLSbr1TTAWhdrz6x+zoFu555JkwmYd+EMsGXQLy/Lm3zMe//qZ42z8tEWcFBnIpyJEk7RfK4yl3mlpznv2ZsEJh8ZCYTHUoULZ+ycRErVYswkJpWPCrbrojIf7bVdq03kyKYBOZQ281GrcCamxWygCOWjp8TMz/4L8gtkZ5qNoip01VtRoOdKx54u2+dzUT6qKU5VMjdVrYeHFWzXgC3rdRFtpEFcc/ku+TvyHlXblvMCFXWZjBtEcBGBlqbtem6BlI/ZZD4CunZ3r0Qp5H62lfmI64SzJOPCmZBDQcxJql/PZnSGp3ysYOEMrlda6znGsyYrH2l9SM9bs5SPOduuLbkyVAGSIyvVIxWfpbXqg+zGwXxWpThhoDXMYG+n2Lmhr9bko581bpj5yOTjCiCixEj56OXCt9quWflYJuR3DMKoFEwHb2R3qdgLt63rFWduHBBZIY6MMsp8jFHhqZSr4LUM55z5OG6p7Zo2Hqr5fjTIp2271snbkAVDEd8vDYnw8MiUtI3pEnpW2669ZzGh7XpmfkXZSelt114IdLsVJbK32bOwGejVVF7h+oMsCbPeBEsXztoUPe6hxAMbhKj3cYOrfByx1HhNtuuOnK1xhPO2Doon7Fwn1Y9lUj2mPbTAnIB7IUz53F2iwhlSPura3YON17uG+jNpu0a2pEMW6o8xmDuQZdk6buNAQdd2rZpHW1flo2NfT3fvYfx74IEJeTBpWj6y//iUVEvnqd5KCz+DuGPZWqRRmY85R3qYZJSnAdYHWeU9AnS/p1U+4uvkWfxDLfc42Mq7RE537VYG5SMV7+VZzFNWLC2dklb2foPrSU6FVuUj/V3FyWDSO0CAIwSiik0RAgKGg+rM4oxcQYv2OMVfK4YnZsVz/vY7XoB9HLCpuOdPn5nJQIvvj1/WbNedbdI+gq8ZZutVyTcsIvPRb7tuz5Vo8lU/pspH/bDfOLK533DxdnR8Rvzi+74pfv+qc8RvPe1Mrc+dz6DtOmkhhQ1NWNlJFtBVw0ZB5zTS+96dsF1Ht11jo49syLTo7dRru6brH7bQVlU+wnaNj41arJPt2pbyMUtiS0f9CPIRJGSZQJs+E6IAhBnmuLD30Xt2tAtn2jLbIOpe+7j7GYQLHj8bh3+YV01yu7zMzZbXgLFB3XZtsTTMa7tebFzbNd1n2FifmJr3xjAd4HOf/YFvi0vO2CA+ds0TRVXQWjyF9SPGlca0XS+cEp1t9bddZ6kotJFZjs/Nm7SnQ6knFjCv591Z4CkfTTMfe/w9SleH/vhYNyCvEXmhJvFJ3nvfsjeh+VylPM1kD0p425d+KPbsPyG+/UdP1/7cJoHJR0YosODGvklH+fjw8SlJ0D3ngtPEFWcNRX7c/7v3oPjvB0bEyam5TE4HPLuUxcIZ+rqtag78vPLfFTIf87ZdI+MQpEJa5YY2+RiTd6YCXVuifG3z0SeGpsUR+0amJDlz8OS0MCd10pNguP7YzCe2XU/Pi42ruyu1wDdRiGLxQIu9sBPotC27pm3X2FBGlf14NtUE6yH+/zFbVkf+P9mSbSkfi7ZdA79ywWliTU+HuOzMDaJMWNtnbpGciYni0H12bB5ktOJVT94lLj1jgzhrU/Q9F4bNMfczxn88gzbULubko7vRaLVdd7UrEz82yUeyPFat7VpGqCykJ1eIrD40Om1EPu4/MSWdHP953xGxd3hyhdq2rAgrX8IcMdYU5eNS/W3XKs6nNKA1RdXIx3M2rxafvfYScdGO/MnH3DMfKdvV8BoHXRZQdzcdFE/Sb7PtmgpnFOayDvfAhJxBOjh0clrsPz4tG9DJvs1YCSYfGaHAxgGbfJ3Bm8oSrjp3s7j6oq2RHwcyR5KP0/OZko82C2dI5dW6oYxrNW39GkUUzqS1XJuo3OieMd2weJtzjYEfry1J+ai7eCNVTxTRFf967N2DeBaxmU96FqHQOiPDKIMsGiW9UgdN5ePxyfDvi/cqrdK3lXwkG2kS4pSnKspHbFRh2SCiMgxDA2S7nquF7Zru76c9epMoGwZ7nWt9ckqffIxTw+uWNWVZCoQMuic9ar3258XdzyoZyKrA1zGxzvnz8krlo2rxiT822flZ+rs6Kqd8xL0HBUpa5SOVT+DaP06jVZ2wb2RS/o7X8pnv7hNve+5jRbVs1+3LnjnKB647cHBikttmZb2aE/EEUmO1Oy+XVvk4syCjrvLG5TEilCwRRUCVkSwrKpe+zPDJXJPMxwTbdcbKR9qn4YDJ5KCtKWBalmFt4U8qCLJyRWFtn/mmTgWzbjuozczHKKWK12oaUizQuuGEShKnIXkBE5kNIkaXaPJO+1MWzmhlPi7Cdt1udWKnTSrluZi1XdvbhMcp8HBvQRmSV+YjJmcIm1RzQG3mqsm265jCGVvKx15d5eP0vFTwRSkWoX6KUz4mlc3U1XZdVpDy8eT0nFlOXgL5qF44QwcZxRHErYDCGs9/GJGH58WWEkinIEal2RJ/V8581FBKqAAbqaplPnoK0pQELK0JD4+aKbb3Dk95z87n79pfmetIOc3B50EqH6er8fpt2K5JRZQXvIzyXG3XFch8zCmSpwwoTvnYXhjBXCdkonwk27VW5qO+8pHuOTg7GdHgHQcjdgDXsTx5m+cY5c6yTV1GDydtGuwrH5eMLca2lGL6IdPpFxy6BQlRG78sLb1xtmvTxVsa5aNtqyTUA3GbZlq0rLbwfquq1Rw172LuzyruqyjSE8oi09ydyLZrhTEQ9sQ45SOIx02ru2NVV3S/xR3e4F7GtTpuSflYBtt1WbHWbS03VT5GzQm6sRK0ALZ1kGEDuF/QvB5tu7ZHPtq0XcvMx3nkSZ1SV69bejb6UXZTsbZrUo+ltl0rxk4kKR+v/YVHSUXJl75/UFQBmLNx7YIZxGt6m6N8XFhayv1gyyS2Jw1sKr1jD88Nrfoo78C6iFqzmwB6PxB/UgXloxcNxeTjcjLXpO06Iu9Tx8mQpnCG7jk4OxnR4B0HIxJYNJnYruOUO8sVJdk8nJ6aJwPbdaTyMYl8dBfveeY+Ojkv6Rccvk1QVfnotl0bLsg62uwWzngNk7rkIykfDRYw9D6TfN+KAiiGBKVcuryUj7TIj2uBVwF9vpbt2iU9wwgEZKqZ5u5Enp4rvP8YJxeWTsVef5CKcbZrIiZPizm8Aek71N8lRibsZj4WabsuKwaJfDTJfIwhH0mZo6t8zLs1NgmY52nOb9042NqM96S0XbeOKzhQwLChMpd52dG2lI9d0Vm1ZUUUiasLWhOG3S8q2DsyJd9LFL+BjPnUbXuVCOSigbVDqxIfykfcf3m1MRcJPEO5t127z2seB/24B7POfKT164ThwQWNOVVqiU8LGvdzVz52pVQ+NiQLNgkUT0LXRQd0UNbqjqK5TGWvQethHJ7ogu650YycnXWB9qpKd8JfdC2wjOoBGwidzAyQNbAdJm08KEsrq4fTtuU1jnwjoo02lGUJwbYZMu2rNvUyH00XZCBYQGzpkY9xmY/tRspHIoNM7C62c0dlBELMQooaefNqu6Z7Pr3t2iDzsaNdLJ1aaYnACT9UiraUj1jEyNItBfKDrj/yvOI24MMTs5HRC15sRYJyfP1AlxiesJv5yMrHlUBYOBQJJvMU7hkQZ7HKHNW265KqU0GmHx2flc/dSsLF0jMoIxaWtNedcYUz9BpVxyZrysfu6ikfaQOXtL5RIfIxxqdRPu7c0Cfnt199wjZx3+FxccdDx0XZIVVxLdeO5giaM+oMzNHFFc5k/6z5Vs4clI+zZvslUtOZEDlVBfYQppEdacgy0/1WsO2a4YgI0iofW/cmOo48mvMRG6ELWnuYxPU0CVqzwvj4uHje856n/PEHDx4Ub3/7201eF6ME0B28j4zNJlqu02ZpFVM4E22ZViXadEsG0gIbVgyCNhYc3kmyItGUlnyk66VK1GJjivc8Sk6Pf8dkonuqSBslE7WKiaIvje2aGlyjMgezgI0SJbLL6zTj0slm67OEjTI4CluZj7SAVbFde8rTmOuPsRE8zbEI1eJhReX4hv5ua7ZrznyMx2Bfp/Y85ath2uLnAsXxtKzvEUpEoPYdbmled1Sf9nJXkWerm70UVQTX5/5dJTMQYxviEmw1VpLysQqKvaTiHpOxFOOfatlP61rmwIlpsXOD03D9ist2yt9vuG2vKDvkONCygab2Ypoz6gwoh3LPfMwx4ogOJrMkH/vd9QxZe3VBhBZZe5sC07KyVGSZodOMC2cilI8mmY8dUbZrfeXjvKbykdZ+WXZa1AVas8LNN98svvKVryh//Ec/+lHxD//wD2J4eNjktTEKBiZU1cwMPHTYPCeVzaTN0lKBziCTlnzziLaucmU+egsOC2SUrlJnxsKCDHZlVeUjNsAgdeLIZpws6kzsuJ9BphsXzniEga3ss47YhVQRyscuG5mPII01N/dRz5KXu2Mx20hmxCkQFcghS7r+fulC+AYcG3NwsCjziMOG/i457tgoXSirqq4swEGZ7jyFZx/jUaTtmjJtFcc324dptuBbaWeX3U8gCm1mPgK6ChZS7IW1Xcuvp6R8jI7yMEF/V4e8L/J0P5SlcMaLnTAgHw+enJZz/K4NffLvZ24cEFecPST+7UdHxKHRaVFm4D5rfRaQ+dgE5SPWUBgL8i7KMskMN4WNg/YkIC8Ubg7d2CAC3WdNUj4GVfNlJ8sAJh/tFfjQfj2y7VrhII0OTMgZpIrg3M7kYzy0VlbXXHONuOyyy8RFF10knv/854vf+Z3fER/72MfE3XffLZZaGOKf/vSn4r3vfa94wxveIIaGhnS+DaMkAHmkuujH5hsfG5dXZiNLq4jNGpFvqTIfc1wQLbNadBWnfExHPrZpFNwkk80gpHQm9hNT8973N1I+Ws5pwwYGG7Coa0IB9rSxyQMgAdPez1Kxqqmqofe5dXHh5+7YW2QntYyvUJ7GZD5CKQZEqX+wMUeJRxIRuGHAXuM1La448zEca3u7tG3XSTl5+oUz5VQ+emR64H6mZ8XWZjwqPN6UNCMrvMq6Zi4mysMEtJGqkrUuSkFqSlZjQ6b7Xj407JTN7BpylI/ANZftkorYz97+sCgzZP5pZ4TysealM6RWLs52nf1a21v/d2X7M4I4NB036FCWrL1NAcb6vApnaO1pOu95uZ41P5DIo8AHzz8O8SPbrhUO0ujARLdwJnioOdoAZXsaaI+YnZ2d4i1veYu48sor5Z+/8IUviGc/+9li06ZNkpz87ne/K+3WsGe/8IUvFO985ztTvUBGccBACsJD5QFUtQymzdJSwZybM2rNdh1TFqO6OM8zhwYgos3GgsM48zGF+gXvnarVjho540gstH7rLN6C6jRMYtjomOWOtuVSfkIWLhtK11xt13KD326W6RKlfLTYPNmXoDjVUZ4mKh9HZ5TGzw0DDok5YsF6XVZLb5ls11Cc6CxCk+YEKFmg7FZ9dvyDjHK9R2ENxvSs2Cqcoa+ja59Ltl2rKh/tjSWkPDIpMKu67Tp4v+har/eNTMnfd7m2a+DKx2wS29f3ihvveLjUxS1h+adNyXz0ysxyt13nt9bOQ/noOXcM7xfKimxS4QyQa+bjrPOcB1vtdTBA1vqKFZJlTeaauJgQ8YExoLVwhsQzOspH3biX4P12coozH+OQOBrt379fbN++fdkb+5KXvGTFx917773ixhtvFM985jOl3P63fuu3xF//9V8nfXlGiRG0PCWdXqqWJaTJ0lKF11KZR+aj4mbLWxClLOhQBRFtdgpn9E6SVdWgcdApnPHzFaO/H1q/j42rb3oOjzl2LmR+gXjEZKhjac6icIaexUHRaVR4Uk7yUd/aGPUs+VaNDqun56OjyYcknvI0oXAGOOza+YNAaQfKOx57+mDi91rfT8rH9I3XbLtWiwgBuU+kbxJU5gSMb6qbY/89Kpc6NazBOG3rpzXbdQRpRqpoJdu1m0drC/1d1bPWkW3RhvIxePhC+Y0q2DviKB9ROEPAvPyKS3eKd33lPvGVHxwSL7homygbsG7A/BbWdt2EzEdS1edtu5aFhVib5LDWtqkMjgPW8aZOB1obNpF8xJoqD2DeS+O4IZKt7gcSqiAhgek1lZFxrbZrr9wy+Vml9bC28jFIPtZ8fE+L2JXV9773PWmx/vu//3sxOeksAMIwMjIirdff+ta35MdffvnlYu/e8odBM+JBmycVmwxtQFSUO6ZZWoVlPsa1XdPiI+F75Z35aHPBoZuhY6twRtl27S4yYzMfuzu0JvbDbo7ZjvV9RmoVT1FmsXDGeR3hPwNZuPJUPjoL/PSZj7rXyMt0aSFv/Nwdm8pHtdPzsenkjNU45Q9KO6AyJ2t2HIbYdp0b/HI09blKZfzTGd/o9L1s6lQ6aAyzXVtru3afdV3yMaqFVrft2qrtOmEMr73yMcSmr6p8xL1/2mDvsn//tSdul+/PDbfuE2VEFDHVlMzHuQIPtpAjrZqpmwbTc0tWld5x61fTQwsSIjQt87E3R9s1yLI0WeNwA2KMrdLBVC7KR1PysaN9pe3ai8NJHo/ooHdBcwwJciWc+RiPjqR261/5lV8RH/jAB6TV+ld/9VfFoUOHxD//8z+LRx55RBw+fFgcP35cKh0vvfRS8fnPf15s3bpV5j++9rWvFe9617vEH//xHye8BEZZ4eUtuROskvJRlXzs7RL7hh07jW3M2s58jLFxKBfOeA29eSkfF60tODraVgm4CVSVOl7hTIocHCxYVSditczHDvlxOMlSWQzT/XzGUL/MnNLN2/HUSpYsR/7GNfw9KEb52J56gQ8CRreh27NdtyofvcbBDsuFMyq26+TMTZzigpwMs11TaYeS7brfnu2alY/J85TuQlKZfFR8djBuYTGs0wifBxCdAqI/SKb7GWiW2q6NMx/jC2dUCEC8P5RPbQM0F5u21hYBOlyyUTiTlHkbp3yExRpqxyDW9nWJq3dvFTfdtV/cs/+kuHD7WlEmRBHxaxqT+ViM7ZrW23koH33xQbbkI8YOrIex19adB7wIpoaRjzqdBUUrH02ioeoMEhKYkvqY91e2XbtxbAprXZDBwLxm3Fbwe3LmYzxin5anPvWp8heAHMdbbrlFHDt2TFx//fXiz/7sz8Qb3/jG0M9ra2sT//iP/ygzH3/4wx+K8847L+FlMMoIHdUBkTWk7tHJ0rK98fXz9uwsCEi1GJr5qBiwH1dakwW8nBcLSjgnQ6NdmTi1oXzUabv2bfbR348UaZjcsWlRVfKeuWlA/Od9R/WVjy5hYJoB0wrazEc9i7SRyTNUHAt8qLJgL2vdGGaZ+RiV6ZSF8hGLH5AQOAGlBUka5SnIxbDNt87hjU3bNWc+Js9TwKhGRIh/+NJupawpiznSBjAvQP14aDRL5WM68rF1bNGxcYO86F7d3nDlI+Vk2SAfe5e5ClSAuWX/8SnxlLM3hv7/Ky/fKcnHT922T7y3ZOQjHVo1NfORVPW2Svd04KxXc8x8zFj5iIMesvHrWrwnqHCmYeRjsLMg6/kTa0+UBaYBoqHqPiaoAkICrElNBUR4Rlr3q5jLIKSJW8e3Kh/nNcVCpIQGOPMxHonvAhSO//3f/y1OP/108YpXvEL09fWJO++8U1qtX/3qV4ujR4/Kj5uZWb6hmp+fl2rJ97///UnfglFS6CzUQdbggV2vQOy0ZmnZhu28PSXbdWe5lI+2Fxx4/eq26/Q5UVq2ay/Lo81a3hbIIHw9am/XPZGUdmKLCx4V5SPea1MS0AQ2GtzlBl+77ZoIiaXM2669654wBvqFMwnk42CPvLegYDA9vPHarm0oHxfYdq0yT5koH+OiOPRs13azB21Ckukh5KOtAga/cEbX/hRvu1bKfLQ8hvd3VU/5aNN2vWl1t2wh1VE+Hjw5LQ+4ojIiH3f6oLh41zrx/+49aOUwxiam5hdCiSnKjq575mORB1syEibPtuuMMx9JNW1CTtkUIlQJNGbpHlyZkmVpHTd4f7hwxgGuQ18KGzsOy1rneOwTVfekRFaDvNbBdIvyEVnujHAkzgo33HCDePGLXyzuuece8fWvf1186UtfEkNDQ+LRj360JCShbIT9+vGPf7z4xCc+IRYWnIfnuc99rrjpppvEc57zHJkdyagedBbq2DxvWt2jrPQyydIqKm/PIw5DbBy0yUkunIlWT2YBasazRT46BQmK5OPcojxhSnPaiM9VbrtWIJtp4aVKPmKDBCLItKEU77NNwsBvu47IfJye17Yvl4J8BLGieZ/QonKF8tGLGrCpVlIrqMD1x/VIUnGCrMG9BNW3aWYuXhNIURvk48IS267jQCppHfJRZU7QGU8dFXU53x/cr7iX6XBmOoJwKVvhjMp4juuuezASB9pMVUr5uGCvUAP3MCIjdDIfvabrIb9sphWvvGyXfK8+d+d+USZEqYBxT2J9NFZzlVORkR6Yi/NYa+dWOBNw7uhissHKRyBr6zUIJhxOp3Xc9HeZN5rXDRg7+1OICHrC2q41yi1pzNKNlaJ7DXsx8I6t63yGj8R3ApmNKJL50Ic+JNavXy+e/OQnS1XjddddJ57+9KfLX2vWrJFKDmQ+nnPOOTIj8ic/+YnMfHzBC14giUtG9aBjeSKyJsssraLaruMs06oWY93G6LSgEzSbykdVGws+Lu1JMK65TeUjXQfVxRs2SLDA9pNaRXPDaFutFGy7DgNOxHXauG3AL1EyW9xhzjDZ4EeVN2WhfKQxMImsUL3+NEa25j6SdZVKPFSs12y7bkrhjF0FXpalM7Zt18bkY0ThDL2upK+Hscl24Uy/N5dUSflor+2ach/DMm+Tm66j27Gfdd4Wqar8p+/u0y4IyBJe633LtUNcAbKBKSe4riiyzAzPbR5rbe89zqFwBjApJMHaBGS3zbGsCqDYE5XOgjQAyQUjS9p1J1wzVVLFZwns09KsIcLarpFfrPoMdJgWzrjjAZWjjXLpTCRi3wmQjFAtnnXWWeIjH/mI2LZtm5w477jjDvGXf/mX4hnPeIb8uN7eXnHaaaeJr371q+LGG2+UROXVV18t/x142cteFvdtGCWF6sIfm6jhiTnlpmvTLC1VeMGy1pSP0apFVdt1XGlN2duuvQwdxQBvLMji8s5UQIUMrfbUWLI55j0Y0LCtYNICKY772VOraC4K8No7c7RdI3NwTW8xykfTRb5fFGSY+Tifh/JRTf2tev0p07F1A47DG5ycI9tJBRsGuq20XbPtWs12PaqR35NF4UyZbddB5W5Uzl36DaS+8hERFK1jsN92HT8PwG4F5YLu2BQHGpeoGKsK8JRdlu4/3C9Hx2eU7Wj7XPJx14Zo5SPe45ddslMcHJ0R//ETJwaqDPCJqY5QoqHuysciD7Zyz3zsLC/5CCIHysmyFZbVRfloa90JlxWembz2iGUG9jlpbOxO4czy/aNOXioVhdIBiiroXiORwckM+I26IHZW+MxnPiOe9KQnyZxH/Dr77LOlChKkI5SP+Lc/+IM/EC960YtkMzZwySWXiKc85Sni1ltvFT/60Y/kv3V1RecAIisSRCUUkxdeeKG46qqrxAMPPCD/D3mSz3rWs+T3RWkNvncUUIbzmMc8Rn4sim7GxsZMrwlDs2kSi0mdpmvTLC39wpnsMx+xKcL3Scra89RaOTTwBRV+NtquPRuL4mYZA3DaxZhO5saswvut0zRKmVTSdm2ofLRtu04iwcYKUD6mJdRV3rcwEMmch/LRV0ot2FE+EvnYYj2UStvBHuUNwlB/lzg+OadEzseBbdfxoPZyHeWjWuGMnvKRAtDLhs0t97Ov9rLzDFKLrEnhTBhhlnSIoxPloQsal5qsfMT9gjgV1ciIvSNTUrW1da0jZIjCr1+yXT4jN9y6V5QFlBMcRsSjdKbuyscibdd5ZT764oNsf0Zav5rYckFY9ltcE1UFeZGPttadvjurOvNDlvvXNDZ2mq+CY4DOIS6tt3Rt17ROoa6ALPiNuiD2nXj+858vDhw4IEtnDh06JMnAyy+/XNqvoXJE8zWIviNHjkiF5O/93u9JErKnp0fmPb71rW9VehEgMn/6059Keza+57XXXiv/HYU1l156qbj//vtlnuRv/MZvSDVmKyYmJsRrXvMamUeJj0UW5Tvf+U7Ta8JoeYCTBm+frOnONEurMNt1DMmCa6Oy8PDy8XKyBWHBgddta/MkF3Pz+ZGP9LpVNuj0uuLsu37mY/L9Rqo0bJRUN6uh5KPFRTdt5sNeByY8fL+iMh9NF/m+YrXNyvedtKy6Wq6USs58VLn+dCIaLOmgv+sox2G7xliSNlOGNohltfWWYQ7EWGZSOBM3Bjq2QLUxBWRNaZWPrbbrGMIli7iJuDkhjDAjMjNJyWx7DQH0e3mTzcx8XKaUVcx93Ds8Kbav70tsKEXe+C+fd5q47cER8bMjjhCiaFA+c5glVyofa144Q3NLnW3XdNCUl/LRpJAERE5SEV7TOwvSwFM+ppzzPHVrzRXRScCBusx8TKN8DBH7YJ8U544LgsRE6ZWP9R7j0yB2RgfJuGXLFvHQQw9J6/Q3v/lN0dHRIb7zne+IP/3TPxXHjx+XZCTasK+44gqxadMm8YQnPEHs2LFDKhB/4Rd+QXz729+OfQEgKp/97Gd7ig+QjXv3OqeXyJB83eteJ/988cUXS1IRr6EVIEIvuugiqXwEXv/610v7NyMdervalAbvw6Oz+spHytLKoI7eeuFMDBEmiTaFSSeutCYLYAJTtXCqQGezjAVZ2pNgOi2nBWzazEe6FtQCHgeveRiZj5pZkUHCwObGNY4E9ZuWi8p8NLVdJ79vOi2GsDPimc/T7k65MCA+oWbRVYrRvQUSUYd8hO0aSGu9nnNt150d5VTWlQGYq7LIfMQYoWI/LXvhTJjtuvDCmYhmSxTiYfxI+nr+2GT/IKNKyhZEW0AFkuTs0M4IVch9xLOx7/iU2BljuQ7imst3yd8/dVs51I9e/mnIfYi5AgfEdW5DpY17IYUznY6yPK0zQFn5mFPmo0nbNdYWthxQVYKnms/YxkyEcOq26xTW+joB+3c43tIpH9tWvPfSdq241wAfhQN5lf1n2HhAykeduJ6mIfFpgarx13/912V79bnnniv/DYQkyL03vvGN4otf/KJ8o9ra2sSb3vQm8Zu/+ZtSiQj87u/+rviTP/kTSUyqAmU1UD+OjIxIlSO+F2HXrl3i4YcfXvE5+LedO3cu+zgoNdG8DbKUkW3hTJCs0bZdZ3Ay4CnhLG0c/MKZ8LZrlVPPuNKaJPzNv90nutrbxe/+4tl6Vgur5CMydNSVj2mVEl0asneV7EAd28py27WZ8hGvyeai2z/FXQjNGwRyz3xMSaibZz6Gk55YBKY9fY5uGY9+/2mxqHL9N/R3yc18UPlD46dq2Qx9HeD45Kx41FB0GYOq7brDzbhhrMRgb6fWIlKlAZXmA4xvPW3tCrbrcr4/QwNdAryUXziTTdu1ie06SlENe1yi7dod02wqTqUTob2tWspHKEgtErBRsRNhwMeAQNoVUzYTxON3rBXnbV0jbv7eI+Itv3xu4e2+fvlSeOYjeEfMWVkcGo5Oz4vXffpu8T+fc644b+ugaGLmo27OW5pYgt5St10vFP4sFAHTvGDjiKu0ykf3Pb7mE3ckPjMvuXi7+J1nqO8HswYOUX7nc98Xv/S4LeJXLjw91deifP2wrNw03IUsnNF4TqHYntc8HKJ7bYtbOMO262gkzgr79u2T+Y3vfe97xZlnnilPkkD2QYX453/+5+Kf/umf5Mfh36FY3LBhg0cEdnd3y5KaJXeDkwS0YyPv8d3vfrfICu973/vka6JfRJQyzFUHQbJGt3Ami4dz1rLyEeR6lI1DZkspDGhROXUq+OLdj4jP3rFP63MmLC84dNpZVdWgSd9P2XatYJHTsa2Qkhf3M51m6i765hYWc2u7Lkr5mIZQT7PB90nPxZUh1ZazjWgBFEdW6Fx/KK9gEQxuvkk1pqd8dMhHFH3ZyeVi5aMt5eOMku26XflwBR9T1qZS2GE3ru4Wh8dmE9VeJuhRdF/okGZ4X5K+nsqcYgIUmFVJ+ahjVVOBFzuhQD76Tdd9yuu0q3dvlffgPftPiqLhq4DbIrNkTZRsKvjRwVFpQf+v+4420nYdPNzJEliPIZM068MhU1Xc4pJjYW0i+Zhf5qM756W8xlecPSSe9Kj14vTBHnmoF/ULP8/ff/0BcUIxNzcPYH10y72HxNd+fCT116I9Whoyl+YsOhyQf17QW0fhmZ7X3K97tmt3LX+CycdIJD4tKJwJ4s1vfrNnb0YJzM9+9jMxOTkpXvrSl0q7dSuQCblnzx7x+Mc/Pvb7vOc97xE333yz+I//+A+v4AaqxcOHD3vqR5CbYd8D//a1r33N+zs+Du3bYarH66+/Xv4igIBkJKmt4h/AQ4GMPFVg8wVLYxbKRxBWsAnZsgr5AdYhmY9zi56F3NS6nQQEk8PWCcWEKrkCskyHzFB5/ZDCw2Ial7+EQwhVNaia7fqUVfJRZbGPjRFSIDat7hZtbhyEdubjouXCmc4427WrfMzbdt1pfk8HNwa6G3wiboILCy+k2mLT9fLCmej331OeKuYqbV7TLR4+Pr1S+Whgu0bpTFrbNYjHpjVh6mBdX5dUEuF0H+SxKulAxFnaw5Uy264BzDNEoIOswsY/KaNPFfhauOTatuv5RblRi3qmk9SHpnm0SeiXqssKKR+lfd3eNfBiJxRs1/tGpuTvqspHYPf2tfL3PftPiiefNSSKhBe/EKF8pLnjdNFr/3u7Y9DIhHMo0ETbtXfAaW8ZHDrOZK16TEM+EpHD5GP5lY9nbVotPv+blyV+3L/seUT87uf2iJvu2i9e99QzRRlAexDdfVIYbES3tEYzYd8KIl6PfFzlOYNUMe3uSWjvzW3X0dCeFdA+3Uou9vf3S7t1b+/KSXTdunWJxCPUiLBxg0Bcu9ZZPAAvfvGLxYc//GH55zvvvFMW3zz1qU8NfU0ovLnvvvvk3z/0oQ9JMpRhyfKUoGzCxmNdX6e2vQHW6ywyEWyXfRDhEZX5qGJLwukoNlG6KjHKkwsuxlVzXkjGbwOqSh0iAm2Rj2rKx+R8Lp3sRpBBG/q75WsAgY2fRTfoW5ZEWLwHsZnH1wtT7IxNk/Kuo1qZj/PpMh9bn6VMlI+e7Tr6/fevf6ey+mdkctZThnixFQa267SbS7wGtlzHA4dLiA5TVSlhTsBYH/f8+yVmS5VuuyZC6djErKeysWW5BkCKY11Bi3pVxDkSQD4mKx/tZz7S965a27VN2yoOaDCmHs5A+QjAYow5G+Rj2TMfs1Q+0vdWbRWvn+06nStDFRhHbCqDEwsTNe8X+vgmZj6qdhZkGa+QBVCsNTTQLT592z4555YBtAaenl+wdj1TkY+eQGFx2TpLZy7DulhF/BIEvh/Waohgwu+jrHyMhPas8K1vfUuqEVXx27/922J2NnqDhDZtZEWePHlSXHnllWL37t3ikksukf/3V3/1V9LyjfKaV73qVeIzn/mM6Ox0Ju23v/3tHjG5evVq8bGPfUxcffXV4qyzzpJfE1mTjHTwchOSCmfGZrRUO4TBvq7MlI+2FQtRtmtVi7EMsDVo4AuedO5zF+MqPz9+Wc18VMz381U/dmzXKoG/KioVav5WOTmGKiPY3A41HeWQqAALAvzqtGzZw30Wq3x0rVxVabv2FKuai/eoDNYslY/xtmu9zE2MlSCzjo7PFm67xslumYmtMmCwt0vrFBtEGQiWODWpqvIRh0/YX3RZJsFsAqQ5xrvhiVmHfLS8GcfX0898jCbN8O/Uyh0FGltst4zDmodirKrAIXHtXQM8E7hfVGzX+4anJIm/bZ06+Yj39jFbVkvyMeuykbRt10BWjde+8rE48tGP9Cg28zFLOOv/7H8+IrB1lY/08TaFCHXrLLBmE7a89owC5qTfuGSHeOTkdKGxClkpH21Et9CYC6u1/N1A6IASRt3CGTr0xDyHdSO3XUdDa0RCvuP/+B//Q1x33XXi7/7u7xI//vbbbxef/vSnxTnnnCPe8pa3hH4MbM9Ri4TNmzeLf//3fw/9P+RNBvG85z1P/mLYAx5U7J/iZOt470A+Xn7mBu2vD+XjwZO+/dAWcNppXfnY2baCeMOGC5tH1c2WLG3RVHDQiRKwV1H5SOo+q5mPihk6Xvtfys2yTmaPt1FMeM/ReJ10cgxrJTZG55622vs3nGjqKB89MtTyPdgbsWkm22/eykdfvWWY+aj4vkVlsAYXlRiHslA+0teLW1SNUeZjt6LyMWA93Lq2V46f2GRH2UTDsN4rnEmZ+bhwyjrBUjdQrAbye3YqTHM4rEs6kPLGt4TNMZ28l5kgDlppQXoQYW8LWMzrbCDlvIwin8jCmWTlozeGW342YM3bWzXlo2XiG7ETPz44pqR83LquV3t8unD7WvHZ2x+W4+ppbvB/EcCcgXE97B7KOvOR1mFQ2Bdtuy4k8zFFzJE2+ZiD8hFxH1jPG5OPORFj5SQfs70HSJiQl/IReNklO8SHvv6AuOHWveKqx24WRYP2IDZUpqSeTHM9W23XJuWWnW1t3himCvz8NB7IrHBuu46E1qz+9Kc/XWYpglT8oz/6o9iPhUX6JS95iTj//PPF61//ep1vwygJpOWpA5an6AEFhTGY4E3yBfFwYtCyLR23nbdHm8VWkoX+rirlxiJUNwCbBnUd5WMWCw5l5aOXc5Tu+tNmW8l2Te3mCQqNfoXFG2xKyLYMKnmdjDD1SXUuK9VMV3uoCpk2MLlnPpIV3zTzMUWuGp65oKoBzxXeN9vZRipt17rK09bSBZR1oLRDJycP1x5ketrNJa4b266TD8kA1YUkYkqSFrmqeammuah5IthgPDW/YNV2DeDr6WxqvHk54j3ApgZjR9y6w7dd2x7Dq5X5iGgM223BuF9wYBP3nuIwCTEzOnmPhN3bnOimoktnsBbC+x2mgA5mPmYBWq+kPZyqrvIxnStDFVh75kE+krJOm3x014YDigejdUJumY85Kx8B7E9+6bwt4jsPDIsHjo6LokEH8DauNXVMZGO71iyc0dyvB52QMlaOlY+R0JoVQDyeccYZ4o477hDPec5zxL/8y7+Eftxdd90lfuEXfkHap2HTXrNmjc63YZQISQt/k7KElVla8/YzHy1vGmANbd0oxrUZ6pTWxCG4ON07PKVJPnZmYGOJf/3eNUm5ICOboZLtWjFbSOXk2GtuD9zPIC112q5nF51r0JWF7TokU4WsW6qFJ+WxXZvnqrXGIPinz/aJj8TCGc3MzdbSBdiuTQ5vYL0esWG77iivqq5MykfVheS0hvIxaTylOafMhTOnDWarfJTt1BqbGlK6RMU5qDzTJkoJFWCDCjVr1oqsshbOAJvpfomxXh8bn5Xvj07eY1D5COzZPyqKBJ6FKOI268xHsnyDfCwqF64UmY8ZE08y8z0n8nFAcx26rAylgcrH3NquC1A+Aq+6fJf8HdmPRYP2IHZs16R8TFM44+5X3bWAyV4Diu157cIZvwPCUT7OFx7/UVYYzwoofnn+85+/7N+QtfiGN7xBXHvtteL973+/uOmmm8TAwICN18koCEl5SyZlCSuytCyHsmZTOLMyr9FT+WkoH3Vt18HFqaryMYsFhyrRpKsGTVI+qpCPWGCi0CdJOaayeCNCiDZIJspH3yppX/kYdhBA94hq4Uneatg0LeVx3ztI3Pinz3YXgCCQcW+pZD6qko9E1oDoxsYQZR0mhzdovB6xYLsuM7FVBujOUypWPLrnk23X5Scfg2SSQ7zaVx/r2K7pY+Ns10CcAtFT02egfEz63mUBxibMZbYLNYKxE1GgiBkT5eNZmwbke1y08tGJAYknH7PKfKT5CrxjUdY/zC3F2a7VChLTQuWgyRbk4bkmWY3iySIiecoAL/cv45gLWnvaPnRLwhN3rhPnnrZGfOHuA9YFPLqgPYgd23V6AQvtTags1z+QVJ/PsZ/UtV3jXqO+A6wb4caqUsFcnjAekYaHh2Uz9U9+8hPxjW98Q/7e1tYm26///u//3u6rZBQGLODjMjNMyhJaFSW2Q1lBaqDMJmvy0d/kqGc+6rYm0+IUWVEHR2diWzyzXHCoko82JPO6mT14TSoqQ4Ru07VJJNODykc38xEnWHElElnbrrGpDyPBoI4FWWtboaKey2k2uaa5TjhdDI5LfuNgezbq75gWvzFN27WnfBybkSUd2OSbHN4g9xHFCsgpRSaUCUBuceaj4jylSD5ijE5aOHt5qYtq5GOZ3yMaK7EWQCZtmqD4MGDDoLOpSZqXVaIU6H3JIvMRwIZkrb6oL1d419Gy+jN4+BKFvcOTxuQj2q7P3zoofvDIqBxb8ffibNcR5KNbTkZ2RdsIZkND/YiDqrwBVX3htusM8/6wHswr85HWrw+5z4Uq/Pz35tmu6R7IXPk4tyjn57zvc+xFrrlsp3jLzT8QN3/vEXGNq4QsArQGntLYJ2Xadt1SNkQK6B6N+byr3aBwRnZAtLWsG+esx0HVAYnvBFqoWzE+Pi7OO+88WSTz7ne/WwwNDYm//uu/Fh/84AfFM57xjKxeK6MAOBvvjGzXmllaWm3XGSgfV9qul/TIx5DSGtUTpcedPih/3398SkP5mAX5uJj5qdVyYiv55AmvSWWTiOtBTeCJtuug8rG7XcYDqAZXe6SabeWjaz9slfFjAwPVY5oJ3wSkiDFXPi7aUz7SPZ+B9SVJ+YpnFJd+QPF7Y7zAwuTQ6Iz8BZiQjyioweY6Ta4MbCVFKFOqBP+QTLHtOnD6nTYvtQq2a4yryB/dd3xKjpPWMx+hfFxYUrYv0TgdRZop2a6pHbPTfts1UIXG6yQFqSmChy9xZTPAriEzhnb39rUyYuXBYxOiKGAjHvUs0GY0K8VSkFgfLqjxulDbNbkyMow38HPkcsp87HJig3RsnKSUbKLtGuth3cgOE2DtSYdKeeP5u7eKwd5OccNtewu199I+FUrrtM+cLyTosJD5SLbr+CiWMCALnVxsRoUzHr/BuY9hiJ0VpqenxcUXXyz+4R/+QczOOsH2uMFhr/6t3/otqXJcWFgQf/mXfyk2bdokrrzySvHFL36RPe41QlLhTBhZk1WWVqGZjx3tcjEFlZEp0RZWWqN6onT+tkHlxms/ZLojg8xHxcKZ1LZr5/2bV5jIJNmsoM6g6xFnvfZs1y3KR/l5iqrV7JSP4SQo1LF55z1ayXz0rI0mmY/Lm+O9BUsGi2wsguJUUnhGcW/pqA+hFsPYSfebUeZjv6NmSWO9Ztt1Mta6tutRhUWkr4Zps6Ls9jfw5SaIYb0mVU4WhTNkAVYBWa2SbdcFZD4GlI9lBwhfwHrhTCAjNAoom8GBzrZ15uQj8P0CrddxtmtY+vB/WSkfg/NVUaUzRdquVTPKbVzj3DIfezokuaPT3jzhrllXN1D5SHOHTmSH+XPeUdjP95KLt4sHj02K/35gRBSFYHxE2utNn58u83F52zX9riN06OzQK5zx1n5UOJMRv1EXxL4T9913nzj77LPFW9/6VrFjxw7xp3/6p5KQPPfcc+Wf3/Oe94jPf/7z4p577hGHDh0Sb3zjG8VHP/pR8YQnPEH89Kc/ze+nYGQ7eMcVzozOyI3UOvdBK0PmIyxT9slHUuL5gxENaKqbLZy66BI1dKJ0gUs+quQ+TmRhu1ZsZ52xtCDzNueLFm3XLjEVVzoDNQaI0yCZR4QWBUsnIauG2ijFDu6RvPMel1lHDRf4s2ls1zIOIh/lI+7lJOWjbtM4yG2MnWEFRzq2a2BkwrzxGosrJh+T7zXcoyrxIPKA6lTy+OcXziTZrk+V3nZN9y+RHLZt17rFAYm2a3eMiLVdZ3SAxMpHITYOdAuc08TarkcmxemDvcbrCCqdKTL3MaiCCQPmjKyUj0Hb9cik+fxQVdu1TmyPKeiQIzfbNallZ9XvmSYrH8lmO52h9Z5ECUVe35dfslMe1ED9WBSC3QRpS2coD9mO7Xq58lFnPulsW6WV+dj6PSj6jZWP4YidFS666CLxla98RYyMjIjPfe5zMufx5z//uWy6fvDBB5d97ODgoHjRi14k/u3f/k383d/9nXjpS18qbr/99rgvz6gA8CDF265RltBtZPnUzdJSPX3IonDGI1oCE5lJ4YzuYohOlM7bSspHdfLRpu1adbNM16THlvJRkXxUIfoo9yaOfMSGCMqM4P3cb6h8tF44417T1rICKO8oQypPqJZmZEHSSuXjQj6Zj7LoJ7btel6b6AdZg9f/0yPjKwqOdNquUysfJflYblVd0cBYAAuNSjwILXZVMx/rYLtuVYrbfgZb85uSQHN0pPLRG0cXE697lpmPZYd3uGqZXIHqb2igO9J2jTUclI8mTdfBXMmNq7vFPQeKIR8xrqJsIK58CXNGVoUz1HZdpO3ay6stMvMxQ/KRDi96u/L5+XznzqJ+5mMDC2cAxJ9kXTgDUUJRykdgx4Y+8fRHbxL/+ZMjSrFcWYAcenbIx/TzjrdmcA8ITMotodjGHkXVyduqhF6nGdfTNCi9E+3t7dJSjSKZ/fv3i+c+97ni6quvljmPYXjyk58svv71r4u3ve1t4qGHHrL9mhk5AgMAFlFRJJAkawxUOyZZWlqEhuXTem8xEyjX0C+caZPXckFDyk15cghex6YOi/JCbNdes3H8xKKrBo1CV8cqjcKZRaX3mxZgSbZrkOm67aihVknrTakrixIQAwAytQhbjSohnUWuGhVA0cIgq7bruJbxVMpHl2wkZY7JGIoNfHrykW3XqnOVivJRdU7wycfFyhfOAFsG/THTett1yLiX5j1Qarv28mjbG9t27WVnZqDswgEflRW2AuMZ5rSdBmUzwQODC7etFfcdGs/cdhkG7zAsTvnYC+XjQuaW7+MFKR/nXNt1p7uWyxOqGeVpYCtiSBW0ttFpvMZzhMNF2+NYVZBL5mPBykfglZfvko6Lz9y+r5DvHxzH0jZeT1shH6Ns1xrKR3ddjMgXk/GA4npY+RgO5RXtj3/8Y3Hs2DHR09Mj8x5htV6/fr14zWteI+bnV15cNGHDkg3LNqO6iLM84YGG1cqkbEY3S0sVWZV9hJVr+CcdbdatxARYLEAiorERi3GVtjsiYqqc+djV3q58rdQzH52PiWq8xvuJDKZWIshb9KnarjO6B2lTHzxZRKYP+LcilI/Y4IW1wKsiTa4abYjpa5AlPpO2a2m7Dg96x79J8lHz+tM9dt/hcVnWYUKasu06P2CuUpmnfDVMUuGM2lxQFeVjcMy0/Qxq264TiEMqAyrCdk2bVB31UlHwD4fsj6lYMx4Znw3d2FG0zK4Uykdg9/ZBedj7o4NjIm+ojANS+Zhh4czpa3vlwfVIQcpHsl2juCFveOvVDC23uuKDtCB3RZxzpxX42CY37WZNPmL9V2TmI+GKs4bEGUP94qY79xdy2BKMj0h7sIbriT21ToZ6VOEMPf++JVoj89Fdc2EOMSIfOfMxFsrvBJqtv/Od78icxy984QuScLz22mvFO9/5TvHlL3859HPWrVsnfvu3f1tathnVBC2ewga0o2POptdU+aiTpaWKrMo+wmwc+rZr/QXR2LSvqsJi/ODJ6cTTXDqFyqLtei6vwhn3tJxCyxMzH9vVbddRykeygW0Z7A1Xyigu+rJSK4UVJdB7XUTmI/2MaTMfzWzXy5/HrJWPUS1++DcQSLrXn5Ri2HybWK6X2a4NN5dYOGNhxbbrZAy6ysckC47q+BcW41G2xlgdBA8gbSuBWlUM6oq9eNt1fNt1NrbrSikfqbgnA9Ut1owY+8IOTvYOO+6ONMrHonMf6f2NI+KxrsO9mkUuIdYImAvX93UVRj7SOqiI+cXkoF8X03P5t12bkI9ZrInq0lmQFlj/YRwrmuAFUfeKy3ZKld2X9xzM9XtjTRQszgrmzZoenKQlc3E9sGaiNYOJk4HGLdUxpNX1hzUjoBLX00QoryrQaj00NCTe9KY3icc+9rHiHe94h3jzm98sm6+R9RgFWLDxMYxqwstOcCfacLKmJ/MsLVVkZXn1LaaLKzeaqoUzJsrHGT9PDotxkCAHTkzHfg7INXwvm2oZv1xEsXAmZQ4OXe+5gM09bqOoYt0l1UmUbcVvHl5uu+73Mh/1lI+21Uq+Ash//ZQZpWv7tdoCb5r5mEIh2mqrIkI5E+VjTEEFKVd028aDZI3p4c06N9DatM2UykzKrqorAzBPYZORtPFTJR9V54Lq2K4D5GPRysdE2/VKBXlepWFVUj5mbbsGwnIfPeXjUDrl4wXbXPKxgNxHlQxiWtdlUTqDZwUkO9TxIwXarrGBN8mDr0TmY862a5XYoFZgnCmaGCsSGLvoECULZJk1rosXPWGbfB2fvHWvck6hrecAayNao6Qle2VjtIVnCntCeu9pLtOJeEI2MaBaOtO67ljtOhbZdh0OpXfi5MmT4uKLL5a5j3/xF38hyUf8/sd//MdSDfmsZz1L/M3f/I0sozlx4oTMhbztttvEP//zP4v7779fvPCFLxRTU8UEoTLSgdQDYQv/tOSjTpaWKnzFgt3JIKztmQZZncKZ4GtUAU6UkA0UtCElNV7LDEDLAdO+7Xox58IZFeXjotImMcm2ciTifvbarjULZzJruw4cBPjKx2IWmOls14uSeDSxV3i2a/dZImK4PwP7Cz3fYSe6UCYD2srHAOFoGluBZwTj57Ch7dpXppSb2CoDVMvR/MOXdrVYiZoUzmwpUeFMEmmmkiEJyzE2DrQBsYX+KikfM7SV0phHB35B7HVzrXesT0c+DvZ2ijM29heifFRZB9G6LovcR9m03dUu1fFpMoHTAPNLEZZrnYzyNNAVH6QFyIy42KAw4N5qOvmIPYRKcaUJiAgug7oUAoQXPn6r+PGhMfG9h0/k9n1pDUxZ+Tbarm2sISTx7NmuScWv/nVJFKF679C+jPYLOHTBHGST36gTlGYG2KtBPO7du1eWyAQbrq+//npxyy23yFIaWLO3bt0qzjzzTKl4/NVf/VXxgQ98QJxxxhmiry/dQoJRDOJUB5ZVpVEAALjwSURBVBQYbqrc0cnSKlr5GJZ5OOPlSGiSj4oncU6e3LynqiIbEtmSooBsQtuToepJ8rRi22sSVNtgUd4DNagK2exnN4Yv3g6593MrGdRPykdFtcps5rZr//WTaoI2MkUs8k1zlVRbylWeJbLEE1GcddHPyuuv97xBkUKLm2BZhy42SGXLXOVscVXDWldlmpTfo2pV9TbHCeNbVd6jDQPdkqzLRPkYcuiiRpq1KcdXmEZ56ILmIIqJKDOS7OtpQGtGOvALYu/IpNzI2shR271trSQzT+RMwNFcEfcz0IGh7dxHrImwDnbIx255YJIV+RL7OpaWChu3ut3DnSyVj1m1wdstnJlvbNM10KsZ2VFl5SNwzWW75O833Jpf8QytgTev7rFmu7axhsC85dmuTZSP7npGmXwMWXfAMWOT36gTEt8JKBevu+468bd/+7di27ZtoR/T0dEhScgrrrhCqiRnZmbEA/9/e38CZsdZnnnjr7pPd6s3tZa2FlubF9lstmSw8QIYHAImhAECJiHEYBaDYUI8DITw52PJwOQKmS/gGZK5rhgmDoNZPCSEJMwCGZj5BkxgWBJss4TFRrIl25KsrSX1enr5X/d76qlTp7r2qrfqrXPu33XJklut7tN1qt7lee/nvh94wPWIJPUlSiUgysesyp00XlpJMaU6C/R8TBgu4H4NX0hGksU/Tu1cz8fJpMrHVkhNkSQtBuKaYNDOq9Rpt11Hf780wQBjMYu3MOWjtMolVas0DfmOus+iZ3KXjUtVyke8T1l9lbAgyHqN5Fma8ygfcd+ZKBhEjYHidZNW+YhT0c3OSXGew5tNo0Nsuy4BnGAnUT66p9+xyseEgTPOe2R72zUKj5vHW/dz0eb7WQNnwlQO7mGCx74iMMTMQNGt7R9sf9t1UV0MQciBi7/tGutAhOrtzun3uMr3seTW6yRFCVnXFa18lM0/2q5xOAVOVuA7Br/uqsatoE6lugfOpG27RhEa6yMbVHlVkXbuSIvrNV5x4IywZ8u4uvbCTep//OAxdTTgYMcEsgcR7/LZvIEzBbVdY/5f7floru06yIahVd+g52MQse/Enj171POf/3yVhPe9731qcHBQ9fX1abXjNddco9OxSX2JankqovgoXlppWgkSFaMK3lC3AwICPB9TKx+XU50oSWEJJ0v4GtKWFMa0UeVj9CSOvy9i4hhwvp8U8sK/X/Ji81iM6gQtYDjsOmesU4k2klL5KAWFoos6QV5lsnGpzPNxoD9zaxMUooUpH51WDRP+UkGK01XKxwzXX4qOecZPtNVhYxmUGhsH264ztF3HLCQLD5wxNJ+ZQO7jqtOu5ZqGFYBlTROtfExm5ZEWfE0UauuhfEzfqpa+7brTMgLFfcxphRcfD06pMpHCdlzatde3ubDv7Sl84nAKVBE6s1Bh23Xbo91k4Ey5bdfu4XnCvZKsV6VduxcR+5OgzIIikEMkEx03WXnNNbt1kOBnv/NwKd9PDuBd5WPutuul4tuuM/gXD/anUz4GWe60Mi2ofAyi0FHpuc99bpFfjljAcETxEW3XOFnNc7rpxtHPNAspoJhLu3Y8ujwDUVplQDu0Jdng7IZZOKobeOPt2jQSr3ycWyx8weGqNmM2y1iQxfmdFZk01la6Jm+7DlMaoJg+OTa0yudrNKVPl6mCQVC7oGxcaun52Fxy76vU39fv+Wig4L7qukd6Pqb/3nJSnMczF8VHiMZRgMS9mwYWH9PZgyRSPqYsPiYNnKnDeyTF9KLbEF2Vc8JNTVzRDGMWDpkiPR+1JUTxG0ocjmA8ybtBKwM5VDLRdg2l+Ohg/6q2a7Rcg105w2aEJ24b12sJK5WPhjwf5XsjKA3zQ1XFR9123aim7VrSbpOutWsROJOy+HhWVHk9XHzMo3yEb+K3Hjwe+TkPHD2rfx+1RPkIfvmJm9W5E2vVZ779sPqXz7nIuPpY9iDi+Rg1r8aBQ3Tsn4ronsC8Jc9/FlFSI0XugLfjwjsewK4H3xtrkrIU0nXBnieG1G7wRrEmj2rH66WFTd2OjSo3WeTVWcNisBnCYCZeV4m/RsJiTbuls/2Ywvfx//vJUb0pDdqQ4ufHhtaU8jFus1xUUllSs1/3/U6wQcL1ws8R1raCjVBQIUhOttOmXRfedh1wECAbF2kLrVPxUbc25lY+LhdqUp027dqvTk7DU86dUF/76eNq18bsKp+NHmVL+uLjSi38BG3APSSbLSZwBhYBEOkuxGyOTY0lJrh0+4T6hwePaT/Tsg5Ag5DPC5sTWgXARuSGVHs+Grrmo4ONVIm1VZHW0zrL4Yu/7fohp6ujKOUjCshP2rZOh86gpbus5GWv+jCMdYY8HzuVj07xsYLEa7RdV3logue3jLRrE8X5IFqdHck9H+XzejlwJu3c4eX/+cIP1E8On0n0ueeuH1a2gKLZr1+5Q/2Hr/5cH7pcubuAjXUEsgeRWkCeFvciQ5y8yke8/2nDLQdSB84EtF177Hq2TrD46KV3RyWSCFl4+gcULOSOnp5XF28ZL6WdLSmmNmtt1WKn8jHNwsNVTyYtPjobXa8iFInXkNQ/emrWDaAJarUo2mRaNsuxyseU1yQMbBJQFFlYjD51SnuihSJR0MkxTtyOnplXTzlvIvC9x9eXUJM4pEBrKu3aq8Cs2vMRP2NWXyW8d1nvU78dBO57UXkYS7sO9HzMHvjzxmedr1719J3aFyYrk66yBZvLdGNxnVR1VdNeRBbTdo3xLcmzU6f36NbrLlA3Xb2r8IOvIK/bKLDhwFwVNf4Ox6gP8b6YGlPRolcH5WNcEbcIpewPDk0FKx83FRdQidbr+w5NqUMnZ9WOnAnaSZGNaGTatbOuk0Pmwlu+4fnoHEhVoXzE2FXloUmeg9EkyEFTWcpHzBljOLhI2IEj69yq1oY271+TcOzsgj64+H9vvCzy81Dc3T1ZzGFJUTz53NY+5sCxaePFR9fz0Sk+5pnbZG9ThJBgqMPzMb2HsxzKQ8GdtXAq9Q10JuXpcOpGendUIokYHuwLVP0g5ABFltzKx4TtbNWnXYuBdfs6YGBLc0KT3vNxdZiFTHLwfQwuPpo57ZTNclwbCxZk5zjBA3nBhjs2cCZlihk2xkgD94PiDQqQYeEf2DAmXfSZKoAHtl1XfLqNCR7v0fLySqpTxeLSrtvKxx2DZk6f2wEVQcrH7At8nFBPjOS7R1xPrwyhM3UqbFWNe0iWsO06iVosSViTqYMME+j7edhA4FOGwBlcryiVW1zrM+a5yYaZw4zRwUYtTOhNB2pgM/bNB4/rNYsUrEX5GLS2ycre7fB9fEirgMoqPrqhL5Fp19J23TTUdo3iY4XKx+VlNeKkTndl8VF85EpMOsZzkrRNX4qPbLtOX3yEuGZqdkHt2zERKEiwHYhUvOOpSeR+3FxA23WQejArEMFAqIPgpZaHc7qv2U67zh44A89HQN/H1di/oiVWBs5Iu0yepNZO5WNBxUdDfntBSdWzzeVUg2RQaE0UbVVVe/Eg7Uhhvo9nDBajMHjHLeZaysdiFmO4XnGBMwtL0maf7HviuiAN3I97P4ecTo0ONhKf6JkKnBEPM+/kDnUsvLP8PpVlkbQdP4gsCwL/95ViOFriRw357rTTrhcTqZPLRFpcW8rHrMVHtl0nGTewGI2bp2SeTDIvDGI8TRg408sF4ixt13FzEL5mVCqnybZrXfisQdq1W1wx4H3pXTt6W6+hfIR9RJHrl307JXSmPN/HRG3XzrpOfINN+E1K2zXEAr3Wdp0nDM9Gz0eATpGklg2mhAj1DJxZSv0Moeg04Yhj6gYOWXD2Jkpyk8gaGN0hKPgl9caPOzgprHahPRfTCx3c0NOUgTNeIYzYyqGQTTrp3RUtyXVyJEbhWyeGCmlnm4ppZ6s+cGa1ajGtiawUWvIoH6Udaf+x6cjTTjPFx/g2QQzyRaX/YeEa6/nYTPd+4xQ4KLUaSdcgTMk7CuVj0rZrQ/cglIV4Hv1p1977o2ySpvYWvcFvH4os63tEm1SbDpwJ9Hxc1AcdVZlJu23XmZSP4vnIZUAcUNHhoAzBaEUVH/V4mjhwpncLxGtDui/CwJgQVzDDHBXp+ag3K2ae6Zb6vgaej80lHcxj6t6Tgz4EFwpQ6ohqpyjO3zSqlen3llh8lA141FoIYwT8wotWPnoLnzgUw6EJWkjLJsyXvCySKMvzgPED17bMnzHN2EHPx+zKRzlkFHFM3cB6dNu6taUqHzHG+vcnJoK6kiL2X5jHIFJIawc20Nf6/MUcykexVKLycTXcdZBIZPEkp+DC4amW0iZ/4EyxD6cU9oreOAQlVetk5zTFR2fwS+v56G3p3DYxrBdVYZOKydPOOANvtCoUFTijv1+Stmv3/U7o+YjFW0DbiltMD2u7TqN8NKS+dTfNHW3XzQ5lbNm4RXlHgZoU3CvFBM4sue8LFKAmGBmICpxZrPT6u55ebLs2Dg7K4tplXa83p2AWN57Gej46nrd1CJwxBcZRqDiSez7GbzTi2q4x75hqdcf3xryFdjCbgWIE6xtTIS1bfMpHhDlBoVdky7Uc2qH1+gePTJV2zV0FT8RaCNcVa7vCA2dc77GG/tmhjs+ijM8LnqEqD02w3s5yKJoUbbtU8qHjeJrio+wFetjzMXPx0RHDSNtsHcE4CuUj1tomwfiFuRJ7buyTsoT7rGq7LiLt2qkBtIqP6Q8TBxqtsSvpAYbbKRDUdl1QZ2c30bsrWpJr8I5rU02ddl1027Uxz8fOwJk0i4+sno/elk6clO/YOBwqpz9jcMER5/koP1dhxccEm/O06ea4LphM/D/H4Rglbxrlo0m1km4XbNqjfHTtCFIu8vN62bkq4uayx6TabNt1WOBMldcfixuok/K0XTd6WFWXdq5K4vmI9yPJwUMSJbkpC4c6gSINxj3/AWjUPBTfdt0IVVKiQAX/XxnbimbUGafEF9BW0nZ25G27fthNui7el3Hvjgl9//zsyFlVBri3MP/HPbdY2yX18MuqHkLxsYq2ayiGKm27Np12vbBkbIwIQ9ahSQpKruejoXVRnTML4pAOh7oqH8HuyRE9tpw0rLrz7kHigtzikL3NSCGej23hFOaytIEzjQzKR/+Y79Y3qHxcRe+uaEm6B9g3oByemi3E81H71cFLq+DAmaJVC0Et07r4mEJtFaSejELacfxhFvB9PHhiRm+Q/EwbNJmO83xsq36Kartek0L5mOx7ynXxt17HKXlF+Zhk0YeCQkutU3xRp6XY8aRdzzbVugpPttMW1ItSKLstFYtL7nuJhXnZxUetfKzw+reVLdnbrk0odLsRFHpxSBY1BogPcJJnP05J3hGg1uPvkf/QJYrWRqM/dhyFGX1Q8VfeE1PXHOFlwHbfR/jlrTWouPW3Xe93DlRNJMe2QmeUDp0pg6QH00aUj9Ly7Xx/eGhWlXZdbfER61Wzno9S3CqLsaEBhWV/krFQ9gJMu06/PpWC3YRTPKojoiA37fuIfap0/8R1FJSZdt3Zdh1vxeJHxq7Eno8Bh3WifKTn42p6e0VLEhcXVisf5/XfiWdjbi+tgh5Od+NQdPHRGchE4bXsbFzSKR/TTYRIMsbP4R/QMKmgcPDoqVYBuCyfF1yDKKWOm/TaKDBwxkDbNfCrGNF2jWsWpmIblc1qgokIn2MyrECKvFhY4+ev1PPRmaDTLvLTenVGKS6NKx8jAi9Q/K3y+udRtrDtOh3w78H4F7XxwyFdUrUYnp24uQCBWzicS5sk323gmqYKnIkZV9wE+4CNkjunpFRKJGXUGaemcxjzl4H2zjSo7EJRDJ0conx8yPGxllC9Itm3o9zQGWzAk8xHJpWPcmiGxGt0xJgsxPnBAQ3WS1W2XSfpnKlb2/WYc3ARZB0U1gXVy2nXMn6lVT6KvUqd265FQX4gJB+gKBCY5SofUxwSmhawtAvPSy0P57Sej87YlbT4iNfuHw/WMe06FO46SKKWp1WBM1NzatvE2kLUXdpLqzDPx3RtuFmLLFBcgXSBM+k8H/WJUsCpJeT0IMj30WTgTNxmue011Fdc4IzjeVZU8VEWYv4FPzZAW9aFhydJmEkStYrJpFTd1uBcZ7ctv0rPx5Q+psW1XbcVl6aVj9gg4/v5U/xwAHF2oVrPR7BpdEgdY9q1cdY7yZdRcxXmhcTFR705Xkrgm8Zlmt/rNm/RTP5+prl6Ey9jmTHPx5ooH3Evm2wrxbh6ztiQPsgGB5z1zE4Dbdeb163V69WyQmdwryZR70CVhnm8SF+2oLZrUGbrtQ1hZtJ2bcrzTocrll18dPYDSXwf211Q1YTh1dvzsf5t123lo9nQGe8+1d+ZlXnsKuC5GvK2XWMuSzmfN5yxC4coScA95l93YI7DtWHxcTVc1ZJMC/9WsSZfy3WHl1ZdPB+dDXvbGLfPWNs1TpS8fo9J5PQmTaYxmKMVKwz3mhS0IMPCNU5p6G4UE55qSVHWrzpBMT3Kv1TCTJKoVVDUMday5wm+CUpDL5u0al5B7qOs6iJ5HqE+MK18DGsngbIA+5rxoWoXqFC2QCWdtgBswwaxTiQJR9On3wlP7ZOmXfdy2IyQVFGBQkOrAJxH+SgHmP09rnxMnxCali0Ta10Ln4eOT+tCWd5umij148+OnMm1OU4KitpJxgEoY2Cfk6dVMTTt2glKg8IUlNl6bYOq3r9mL5qgYoNp5PA8SfER6kisQ02NY91cfET4lffAsY7scg5xMK6aAv7I0wtL7j4VYx6KfTiYz+X5WEjgTJ9bHMU6Pe2zmlr5GKKELrK+0U1wVUti0Wbvno0tFqUYnPOGzQiQtsPgt4gTSlNJw1B4ao8up100S4uxq9ZKaJyPQTPIr2V3xKTipl0bKMTEbZZl01bUggzfD22HUaTdKErx0du2goUcCklRxXSZDJNsEnAPSlKaiWcRXx8bFklDDypQl8VgZZ6P7aInFj8m067l/fcvYMWTtXrlY2uBfNJJaKzTBrGWxccIi5A0IWTSFhg17+mxhO+PEziTYOxdwvWMn4Ok+Bg0npuybln9vW0vPqb3yUrL1nVD6vEz83oTC4WObJhNsHfHeu2X98NHTiublI+gSN/HdgdKp/LxeKnKx+rnlqxrk6SkOWgqCrENStp23ctJ10DeH39mQdK0a1it1BWsWTePDxlVPkoRXNbACHLzdgampS3qKa7tWgrJaZWPbc/HZHUJbbkT8Lq1rVzKtXkvwFUtiQWn397B+7BjEJ43bKbDS2sp2kurauWjPz1PNkJpBsksno/iGeHlvPXD2gcsaFJp+7wUvyhqeTCuBAbdgNkFJ+26sMCZeGVQWu9AWYzJdUp6P8v1TJJ4LYEzJpBri2elrXysPnAmreou7wZf++CtaRWfZ5z3RFrjTY2B/kIFlMmgas/HTY6yJW3rtRT22XadDFFkSRJmXh+wwUa/LoZEtfUsLK2oQb4/WiGdJO1aPieuaDbsHCYFrTlMt12HhZ71ovIRcy5uf6xlMH6Z8Hv0h87ce/CkMg3miiSHsHJwWKTvI7435keZW+Vw6ngGa46stFX11Y1dst424fuIA6M0B01VtV33cst1VGZBHOhukJbZOoPwLpPKR/8aOOpQL4tlRLHFR8OBMzoDYvV8SeVjMCw+kmRt157BWwzCC2u7TuCllRQ3HdRY8XGpo9CWRuWHhRgsMpMshlDgwwIjqLAEL4rtG4ZDlY/YMIhfRZmFJvfEvaAFGQp4LSXLSuGej94iIsJmQJSSN5XyUbdK9htXzbSVdza0XadbbOTd4EOJjO+NYkNpykd/23VIGn0VbddZ2upkg2hirOhGsIgEUQtJ3CNJzdLlgCJqPkCBmG3X7bbruO4IsXNI2nYdrHw04xtdJ+UjrrNOCDVcXEHbNfjO/hP6d5PKx0u3T+j1130Hp5RJpDCVSvlY4OZ0Fi3fnvdtU4+3XZtQPsrXLL3tejBF2zWUjxVbwtiSWZA0rEzAHI/DxiIyDaoEXXLYV4uSs2hEse31fMwS8OMdu4raQ8oaQOoKaQ/ScIADoMrPGjgjnZ1YZ5QZ+FUHuKolsUBF4C0+JinWFO2llRRXCWek+NZqec1aaNOt2zq0JX4QkraKsJZa+D4icMbvrYF/Z2rBEVdoclvRi/J8bPTpFrowpWVnESt727UoH7cUpHw0WTBwlY8LS+7Eb4PyMamVQJG+alhMdCgfDXo++g9gRJlcddu7V9mSNlCguWxurOxGJPkybJ6SokNc0rIgY0RU8ZGBM+3nD/NAXAuUq3xM2HY9G1AAlLHMVNhKHZSPZRVXpNvg2/uP699NKh8x9+/ZPGY8dKYVcpJsPpKDw6KVj97uk0092nYtftJRPuW5U3krUj4mWYficyQdu5fBOjG15+NMs9ZJ1/58gKBw0iJo70Hano9FKB+HrVI+riRXQoe0XXtfB2nBVS2JRZvIBrRdFxc4E++llZSW6qzPyIlV3rZr/9eIIq6whBMtfJ0jZ1rvRedpp5kFR5zyca7wwBkx/I1SPqZTqbjFR2/btRTTi/J81IEzZk5MxUQer8NNu66j56Ns8HMUabGY6PB8NLjQDkrxs0f5mLXt2mmNM+RP2m3EzVMYp3BOkiZwBkRZS2ATz+Jj8uAA8ZoaSpp2HeH5ONTfu8pHWd+U0XYNvv0L88pHab1+5NSs9pk0RZoN9DoTno8+v8m2Mr7MtuvqLT0G+/uNBc7IOFN62/XQatugMLA+lM/vZVqq+XT3AOb4Ovs9CrsjwkmLwN2DOJ6Peec2jJ0QHBbRdSDWK9k9H5MHzriHdQEFzvUJ7Hp6Ea5qSSxYqAe1XRelfEzipZUUFMZMbRp04EwO5aNsipK0Xbfl7AOhXh5g/7Hp1cVHQ8WQuDaWopWPSfwE03oHBnnmJFHyjqZIKMVrMh9WsOQJnKle+biQsqWgiFAH8YErK+3an+LnXv+KT8izKltkUdXo4zIgjT1I2DyVdk5Iohpm27XqmFPi2ueSFs1c5WMzovhoqPA26s4l9iofRUFqOilX2q5lTWlS+SihM+D+Q+bUj+58lMLzUVT0xXx/KHDacyEKUBhDylU+rlikfCy++NgOxij355NiYpzyEXM7xjFRWfcysEFJHzjTLcrHEbPKR2cNPO5027mHhFnbrvXBSaMQ8ZCsAaT4mD7tuvXvozy5VymhAw6cJhLY9fQiXNWSWDCg4AGUzSqKNRgbkKRVlpdWUhYMbtZ02rNP+Zh2QEuqfIwLE5FFun9S0SbTg6aLj8ETS1Y1aNzgH52wnU5BJyng3sUblLwwl550FGRBjDiqupkErXImA2dkcsO1dtt+q/R89KROp2FhKb+vGk4ZcS9K+6JJ5aOk+HmLFTYE/oBNo6379kRaz0e2XacC7zPmvbC267Rzgtt27TwL4Spqvj9eu4kiAmeivKmMez66c0kdlI/ltF3LIZqoi02xzyk+3mew9VruqWSej9J2XWzatfd7YyOPA6qea7s26PlYtL95UoJsg4KQ9W3VaxOb/ILTjH24Z2Rf2g3FR/PKx4HYILckhLUuF9J2nfIw0d1/Jhg/osaDOLueXoWrWhKLPFCyIEWxBhveohYWRT6c2DiYKz62ih2dni99GdST8QNznKoqaFKB70RYSE2Rhaaw1NGiF2RJio9Q3KFwmDQ0QwpU3rYVFNPPGRvSXyev8hHvgbT+m0DUFFr5aEHbb9YFfhG+alhM4OtAaYKiUFzBIQ+icPC2aco9VLXnI1peYI59fJpt1ybp61ujVfphbddtNUy6wJmoZwcLX74/7Wc7tu06YdFMDhOi2q5NjeGjdVA+LpbTdg1l1rhTUDl/ctR4wMMlW8f1nHXvIXOhM3JPJQmeknZFSY010XYtrde91nadNQzPpuJ8eOdO9M8knT1su05ffJR9qHTk1RkcbkyODZbg+ehvu87u+VhE0rW32CjvZ9rDxIYzdi06h/RRzEUVH91Mi/IOf+oAi48kuerAecCOnJ5XWyeKUT0W/XBi42BKsSDFjlxt145PXRxtVVXwBLh9w4j2xnjoWHtSwddFu4upBUecR1nhadfO90PrYWSLc4oiOIqU2FB1KB9Pz7ntX2EknVQRigCz+XLSrhd10ans0/dgz8dsbdf5PB9bhXxs4lGURXHIFNLS7W37bLe9V7tI1coWbC4ztl3TUzDdQdmpotquB5IFzlD52C7+F912Hen5aGgMl/vDbs/H8tJ8xe5EwhFMgrHuKedNaOVjXHJ6VmQcSNJ2XbTyET8T7iv/+waxQLlp19W3XScJ9MrK7EI1adcYO7DMOTvfTFR8ZNu1k1mQpvjoHC6aVmGXRSuc1KzyUYqPSTsUwkAAXFH7GXk2pa6Quu3asSOSQ/oo3LUfA2cSw1UtSbxJmltoeZ5BKRYVzpHVS6sI5aNJ1VkrqdpXfMwQOJNkMRQXZoGf8bwNwx3Kx2nDCw630BSifBRflaLUEu20sYjiY3M5tZweaeDStrK4tKzN57euG0qYUBq9YVwwfOLfkXY923RaQatUF2Rb4Mvn53lWsZjQysf5RTVieJHdLhisbrs25bGaho0ZNpdyoiuLLBIP/HvCFpFpi49SVIx6drCJZ3E4TeBMsqJAexxdPZ7L+2HqEBOHJCh+2px27RZxS/AbleIjQvTKAKEzeIYPGFIDtduu4+cFWd8V5fmI9SksylYpH0cH9bNTVsHbhoOtbmy7xloPa9G4sUPWqVQ+tg6RUhUfnX1oN3g+SpfcsbMLhVo7CPI1pUOv3ZmVPXCmsLZr5/BQOpRSB844HSdiT5RVCT1RYH2jm+CqlqRa+B+bntf+j0UlXcsCDKd5haRdm/R8HOjTxSWcLosyIL3yMWnadXxLJ3wfIaeXE3y31cJ44MxSdOBMQZOHJEZHXS+8lrSTCu43uVaYlLFYjyumJ1U+mt64elO3UfwKU8aW39qUsu26AF81eZagfDS9yA5K8UPLCb5vVLt+WUxmaKtbYNt1ocrHtIcvgzHPDlTU+MXAmeIDZ/zdHMFjk7nCAsZxu5WP5bWVylqyDOUj2LtjwqjvY5q0axTnsIYsqjAQ5jfZTrxe6KG262xdGUko2t88DVhzxKVduwejLD7q9wiHeElSizuKj13g+RiVD1AEsIuA9kG89OV5mMnq+Vhg2zXGHizNReCedj6XIMZFR8WdTAndF97ZWUB9o5vgqpakKj4emWptcItUPrpeWgWlXZtqU/MWWrIuzrXnY4KBOU75KCdaeE+g3OsoPhoLnIneLM9mLMjGtl1HeT4uoc0+3feD76NcK0nZjGu7xkIWRSZvSnakos/QPeh9FlH8Es+ouiVKFtHaiH+L9x/PSlELljQBFTggqDJp3MvG0UFdhE1zwm+DOqVuYCGJZy/oOrd98lIGzoSMp/L+sO3aq1SMHmdkbo0NnAlQMre/hlnPR5mD7FY+ltdWeq4oHyfLUT5K6My9xoqPTtp1wjkJazyx8ChOkdc5L21ywvTKCp2xoe3aDcNrdo/yUQqKcR04MrbY0JVRNcPSuZdwbTTlFIkmuqbt2lzozJn51gG8WB5FBbklsoxA4Ixv7MqjEvbOX6mVj87BSZKiddR4IN6hVD52wlUtSdXqmbRYkxacMhXhidDyfOw33saRNlwgreejGJBHJRnLiZa0D0krsWnlY9hmGdcEHoRFLTjbbdfhJ09YWKbdJHoXbwhPSlJMx0SGiTVOrSJt16Y2rt5nUSsfh6pdILVDMyrwfPQYSo8aKrgLkuLX0Xat297tWKBKi1CaTay0XeOZJfmvsxTGEgfOxHjoti0cuExL3HadMMgK3r8Yu4I2SXLdTanX66B8nC8pcAa86qpd6r2/+kR1+Y4Nqgx2bhzRhwj3HTJTfExbmMIaT5RqeZH5yV/4xOEUOJEylCwrNhxsubYWCRVvdQicAWi7jku7Fk9Iej4mnzu6te3atPLR253npl1nKD5in4dOjyKFBB3Fx5TPKvZ8WBtH7T+TjPkYA7HnpOdjJ1zVkuQtT4vt4uO2gouPhSofTXk+eto43BbjtG3XA326bR2DbNyJUlzbhLQpyYmWJDEb93wMKT7iuhR5EpzEMDxLwBCuqSgY4V/q9Z2KYnQw3mtHXqupRbdMzHivz9igfIwpoJhsT5dDBryXI06KuXHPx6ZP+Vjx9RekCCrpg0nbrnG6W6VnaB09H8GpoOJj2sCZOOWj4dTlOiHzbPK06/hrhiJxlPIxrZdwGkbh+Whz2rVzHdNu2LKAufeWZ11gNDDMC8Y7+D7+6NHThsJI0h1Ma+VjwW3X/u8NWw6xmemZtuuMXRlJyCo+KALcL3HKR0nDliT5XkZsoJBZkASZ27ut7frAMQPKx7mW7/yqjoIMbddhlhF58HoWZ9lrYB+XRPnorjtCXjvqGyeZdt0BV7UkFtlMwdPqSEKlWFpwEl2I56PBwBnvZtEtPqb8XkMJQgbkRGk8xk9ODNolycxNHhsy3XYd4vm4sFSY32PSwJmFjMVHnGbNe4rpSe5nFLiqVj7KxCxelVUr77CRa1kJZPV8zNN23b7Go4aVj3LdxdcPYMNY9fUXpAiaJrgAzxVVdekQNUTQQVnqwJkYTzIqH1cXH+MsS9K0vmsle1Wej0MNHZRlfdu1wWtQJWi9xtrhp4fPFP612+rDZHMSlEPFKR8XA8cgpF2X6vkofsJWBM4sdVXb9ehgQ51dWIxMaxdlJJWPnv3rYm8qH9E+vmFkwIzycc6vfMzedj3TXCxcTez9WllU/I3+NW6HUCIP2JDXrusbbLvugKtakkp1YKztenhAL3jTeJaVbdDf4fm4sKTbOtC+lek0NmYi9J8oBbFj44g2+5W2a1HlmVpwyGsPbbtuFqx8dFt64wJn0no+NtwFmltML1j5aLrtWhSbUYFEZYGCeurAmQLURd6FhWnPR9dI29ncYZzCe22L56OrfEzR2oHiI1uu07FhVIqPC+GBMwnvxbiDKHcDz0CgdutczKYmjVchvmZQ2vV8CYrTMRxkNZfUckwHRFWkUZDWEdf30UDrtRSm0ng+omCZNBAjCimmV9527WzY7Sg+mvN8rOL5gK0S6o5R4YfSBcXAmeRzh9/zMcryqm6gS65oz0cUv/3dV3jmsKTMYikSZhmRB69yP8thYkv5mCRwJr74OMXiYwfdubIg5gJnTs/pwaFodZ1I3PP4IritnIYWPK5SBUXSxaVMC4+k6cCtls7oyQ8brG3r1rpyevF5MZ92HV58LHIxliRwBq8lteejc33QrvvY1Jxe/CdRKSTxfDQdEoGvCzXsUaf4GFegLgOdAp867Tr/depQPpaVdu1sOlyVsQXFX28ROo2CBil+bOlNx/rh+LbrpGqxOBsL13uQysfIdOrAolmC+xpfM+jrFWEJEQfmGxQQkqpxujlwpgou295KvL734eKLj676MOEmWtZ5cT5+edqBS0+7XrQh7bp1DUy01stBU1WBMyAq/JBp1+ktOwQo1HCoHNV1VjfQJXf0zHyhPsOYI1CY866B0QmFZyKqMF5q27VnP5pF6IDxK1XgTMhrx7oRCfVFHDB1C1zVkliGB/vagTNTc7pFtWifsCISodx2KUOnkV5/O1yLLH4vcT5faZSPcqIFOT1OocTnxdSCw1t8DVuQFbkYS9J2ncnzcbC9eEMxPamFAApccT5dplUzMrmLAtmG09lWiFL6wBlM7Hl8vrzPedlp10nS6MtEXkcqz0e2XadGEjCDTrHd1pukykfZHIcFzhj2j+3G0IA0Xsx4poPUMBjLMCyZVAXD8xHYmnidNrm9biD9ecfGYSOhM2kVPFnG7vgNfOe8hP/HM3Ss5LTrtJ1BdVE+usX5CjwfZX0fddAohUm2XacPnDk50+wav0d/PkCRrdeyBvZ3/yB0JlPbtXtwUtw96z0IzqJ8bPT16UP6OOIOnmXdmKYzqdvhqpYkD5xx2q63FOz3KLLksHa2pLgtr4YWPO5iponAmeVMhbY4n6+wFLEwdk+O6IXG8emFdtp1VZ6PWvlYZPFxTWShdnFpWbfZpzXFd5WPc4v6fk7Sci2bCbyWOA9Kk/egFDdk8WtD8QvPReq26wzt8n68E73pRbY/7Vq8FW0o/npfRxrlo267rlCZUmvPxwB/4qyej6Ft14b9Y2vp2xWzgZxP03atE6eXQg60+o0GMcHzEdiaeN3tbdcAoTMPPn62sLAXQTbeSRXQWVTraduuRf1Ydtu1yXVQ3vVqXT0fZf0aFTqDv8O8wbnDGziTsO16ZsHdj3YL2Cd68wGKQMZNf/ePPtTLEjiT0q4iCd6D4CxzGZ6fRIEzruVOX8y6kcVHwYqR6bbbblO7d+/Wi717771Xf+z48eNq37597q+LL75YNRoNdeLEiVX//sCBA6q/v7/j8x988MEKfpLuRCbYE9NNvUBKWqzJVHzM8XCaVp1JkUt7PmYstEkBU4pHQWg/uaXlRIUlSTLDpCKLEWOejzGbZfxMRab/xbVdu+EuKRe4cn1QeMTmM2kxfdRXgAp8TSX4hXknZxs8H3XgTIa267xtjWUqH920a8uVj/K6koATXarq0iGKiCCFfpzpeNa2a75H7UV9vOfjkj60StIyh2RObHj8wQ0oYJretFuvfOzywBnxfcRb/8NDU4V+XbGfSarqX1eo8jE8tAFqz9IDZyr0q40bX/O+x1BGVzE2u57lEcVHHKwz6Tqb8hF7UOnE6zblo+QDFEH7AL6RqKMg6dhlqu06y0EInvFUbdcRno+AoTNtrBidbrzxRvV7v/d76pnPfKb7sU2bNrmFSPDhD39Yfe1rX1MbN24M/Brj4+Mdn0+KQwpKYlhrRPnoeGnlMWU1nTTsDUDB4JplgoprtfMuQpOoqtxJ5diMuxgx3nYdsJjDBs5U4MxCiOw9a2iJLMoePHpW/5607Rpp16JWCXvvTd+DwHuNbQg8QRExrWoji1fn6u/bX37atc/z0Ybir/d1QDGdFCyqqIxIhzxvgZ6PMaffqZWP0nbN90jPBRAixno+wos5YcEMz7T2XfQdmmEMN+n32PredisfJVW8W9uuwV5P6My1F00W9nVxQJU06dq7zkszdkd971Dl4+ig+ufHTuu1mklVL5ANO9oWu7H4iHVAFapH7/o1svg4v8iW61Wq+fj7ACpZPEPd1nYtIhXJBygCaSH2Kx8xl2YpssnYVWjatbMWwHyeZcyDbUSSOTrOI9mtbwR0zPQqVqxqr7vuOrV9+/bIz7nzzjvVG97whtJeE1k9eMvAtXXdUOHfQzwRgtrZkuIWowyd1nvTnrMW2ty064iJsB1m0Uglp8eCA6/JlFFy20MnuFUNFFp8jNmcy/dMu1GURdkDj59Nldw+6mwootQqpgNnVikfa+r5iPc07wbfe6ophWFTtBYv7WJBe+FVX+UjPR9VpsUornXQIRnmBAy9SZ9993CFgTOJvW7jNpD4+6Q2HNKO599caEsIw+3Go854FechXLXno+kibJU8+dx1eq1038FifR+1H3iKdVCWsTvqe0cVHzHWRBWtuqntGu8tVNBRa+081zmt3U/hyscYz0eGzfgyCxIoHyXwVNpku4UNIwN6nCky8TrsAD5JMGfZaddZC5qDCJxJcHiBewtjTdh62q1vUPnoUouVxTe/+U118uRJ9aIXvSj0c6anp9WVV16pnvrUp6oPfvCDamnJzkVdHZEH9+ETLcm2kbbrAgJnTKvOvB4y+uQzwyDZVk8upT5RCmLnxhFXTq8XHAaLIVFJ3bLoHSoxcKadSprN8/HBo9OZlY9huCERhpNSBRuKX9iop13gF+H5WKbyEcUPtGm2267t8nzEGI2xRVphkrZd0/MxPWihORngTQwfYLwPSU/YvYdZ0WMJ3yOAgk6StOuk3k54noH/a+q26/6SlI8lFIKygCIu1lF5AsFsB+/BxVvG1X0Hi227xvogzQbaVa0X4fkYknYtbdegjNZrG9qusx6MJkGLDxIq3ItGiorTEevQacN7gToh68Q4v2Agh4rd5vmINQnUj0UGzrQ9Hxup5+my066zHqLhsLm5HB84E2fDtiHCrqdXqUXxEarH17zmNdrzMYht27apRx55RH33u99VX/3qV9U999yjPvKRjwR+7u23365VlvLr7NmW+omEIw/uovMQmgmcGczt+VhW4AwGVhTgcikfI05T0rR0YgG9Zd1QS/k4Z/a0Eyc72FcHbZZNGHDHFR9lUZm22CzXaL+r5C1O+egWRA1uXr2TnA1tv3jeUns+aoVS3rbr8jwf/Sl+rjWCRQt8eO+kUc/guaLyMT1ooQn0fEypeGrbSoQFzjgbeL5H7rgXt4FM48XsT7D3B870tPIR17GLVY9e30d4Px+emivsa+J+SjMfySFzIcpHN7ShEah8BAgnNI2s2aoeu7A2DDvcqWvbdZK06zNUPrpIIT6JD6HsP7vN8xHs2jSiHpuaS1SETULYATzWyVi7JPFKDN5DFph27TyjWfca2PMm8nxciF53FJFp0W1Yv7pAcfAv//Iv1etf//rQzxkaGlKbN2/Wf4YnJD4XBcgg3v72t6tDhw65v8bGxoy99m5reRJMKB9lE5/L89Fw2Id8XZHmZwuccTwfExQfk6ra4PvoKh8NLjhwH4QVmtyJo8DT4CFDbddyjWTTv2UimY2AbCiilI+mQ4+8rwPYcLqNiR3X0h/cEAU+P+8hgff5K8PfqNVOYqfno2xi0/iGFfEe9CJYSMocsMpvMEPxMUyZU4aFQ902kfGBM1Cf9mVKsO+whBjobc/HrJ0ddWPfjgn9+70Ftl4jcTrNOCCBDUV4PsrzEVQYQ9o1OH52vrziY4Wej7I2NOP5mE18UEbaNcYv/GLxMX3gjBwqilKtmzh/crSjgzEvYaGLYR0FVbRdi+dj1uA0HJ6gQyiOOBs26exEkjppYf2q9nOf+5zau3evesITnhD6OUePHlXNZutBmJ+fV1/4whfU5ZdfXuKr7H5kIYounHOc9g0TXlp5PB8XnFZ7c23X/uJjX67QmiICZ8DuTSP6NR09M2d8wdFazC3lTnpNwkCMMkheR+rio2eyRJrZ5OhQynaXKM/HldKKj/i9amVBXDt+VKBB7ZSPnnaSNNYIZYEDnLTKR7ZdpweqCBz0+E/EtddbivsQLa04WY9vu67+GbeBJO1c8ykDZ4KKjy1LCNNp1/Eq+ippFXG7v/gooTP3HTrVFcpHFLOx9gjy/XbbrktRPtrSdm2m+NhKNK/K87H1fcO8O6UoycCZLMXHha5su+4MJy3G91EOS1a1XadQmgalXQ+baLvOuNfA/jAqHDZp8VH28lQ+trFiVXvrrbfqFmgoEW+44QZ10UUXxQbNvP/971d33HGH/vM3vvENXWxEkRKej1u3blXvec97Sv0Zuh15sCbHhnSh0AQY8PN4IrQDZ8x6Poo6M1/b9VLqE6W4SQULPtMLDng6Bm2WpfhY5IIMG/NEyseU33PU05K0eXwosa/VyFC8T5dbMDBYFJTJ2Qa/x6QFdT9FtDZ6FxRlLLS9yiv4c+H+zHIAYVT5mNLz0Ybidd2QjYlf/ZglhCzKssD1MOZ7pMGzFt92nbxo1t6U+gNn4HdotrCQxD+4StKkhteZPZvHdaGwqNCZpeUVff+kSbseHezXh/py6Jw/aTv4fZO26xM91HZtzPMx5UFTkYwPDUQWH+XjtqwPq0beJ9iiJA6c6cLiI0QqoCjfR9mnBgXOBB3q5fGrzd12nUv5mCAlHeuOiNeN14H1Bj0f21gxOn3sYx+LDJsJAqEywste9jL9i5hDNtkmWq69Xlp5FkZuOqip4qNzDWQAyTJIuiqxiIAOOVFK2tIJI2HB9IIj7CR5dmG58IlD1IPhno/Z/BWhCpAW2qRJ17JJiFM+mlbfeid3W1R3nQX1+NeE9my9wc/bdu1ZUJShfPSm+GGjiOufNFykDNC+h40HNsBxiffLyyvaw5eFrWzzlMwDOIzL4wMWdpjT0XZN5aPH83G5sMCZtkJjeXXbdY8rH7E+GR+zYntgFIyTTzlvQt1/aEqPiXkDdtr2M8nHAcwhmEuiPPzSfH9pewxruz5WYts1lENVgrFzeqbYAj/WL1kOmooC4xsua1jatRQfRw2H8NUFGctxoBKH7O0mnDm+K5WPBSVe46Ab60f/YV8Se6owuwr97wt8rmQtkFUkgOIjoi7i1tSt8aAvXlxF5aMLV7UkETLAJA3nKNJLKymm/fZko57P8zG6lbjzRCmp8rF1ouVtyTAFrm1Q4dRs4MxKtNI1w8QiSrltKYqPSRJKTYceea+xLWEncd6cfuT9zN127fn3aZQmWcGiSu5zbBRtuf6rFBEJNrHNZWdzyLbrHMrHhdWm44MFKh9LUFHXse06zFsWCgUU1JMq4YM2Se7XMFx8tF75qG0xul/5KKEzKNj84lj+8El5P9MehuHQuCjlY1jhc6MEzpSRdq1V9Qgo7L62a/l6VbVd45rCAigs7Vrarm3wA7cpsyBZ4Ez3tl1Pjg1qAUWRykfxq/Uiz0X6tuslvR4qsrMyv/KxNX7Fhc5oJXTMeAC7Hno+tuGqliRCHiyTykfx0sqaTtcu/JhZFEixQ4qPWQptUhiNVD6GpIglKT6OOQWIsttYpChT5ILMTYONaUvMslEcd4qPaZLbkySUuoU1g5tXCUqwRvmY0vMxq1dn2PfFqWac0q8IvCl+8Hy05fqvCi5IsIkVE20WttIjSZjeFhpRw6RNCI5KY2XgTCcoqkCBEHYYNSdFgYQbDVf56Gnlbs8phtuuB+xOu67S065s9m5v+T7ee3DKaOBLFOuKUj7qtuvgohPuaax7ymq7tmFuwZod/tJFYsJiKC0oPoYdMiLpuvU5vfH8JgFrxDSBM92Ydo0ibCuctDjPx6A1sIw/aQNnTFgZyDyeda8hhVAcSIbhrv1ixgMqHzupfnYgtUAGhTTFmqK8tGxRPrqej7N52q6TeT7ixCXpgIkJAKdaZSw48JoCPR8zLrqjQAtUlOGvLCqzbBRF+ZhGyZskoVTuQZMLb1FVJC1OmyZJQT04pTzfvSKtFKMltRdJwQDqkrBT3yqRhWCS4qMtnlx1ZL2ThOktPqIghvVp2jlBFx9Dxjf3MK3i0Ia6BAe0iwJ9Kcfz9teTMcx0qzs2NZhLo1T0VYHNlG5f75F2/71u4vXJ3F8rS9u1q3wsYGOq2/8ivjdar8tqu6665TpOWZ4VE10+aYGqMS5wxrQQoX6q+fj7AHs7FHa7dV20e3JEPXpqthAfVL0GDlDXZvZ8hGVEwcXHdtt1ds9H0IwYQ2R8iRsPYNeD+wv2HoTFR2JT27Xjs+FvZ0uKbNbMBc6I5+NCjsCZeJUYTpRwEp6mZUX8PMpJuw5vuy76NBiDf5znY5aNolynNEpeV/kY4dPVLhiU4floR/EriZWAiUMCUYRJC6NpZFOH4jPUBdLmbAuyEEyioGmHmVS/QawbckjmPcXOuiENO8wBC1SndiBzS1joTFpFUtAmybRvtP8ALKyAUCVSSO8V5eN564e1d+t9BSgf5V5Ku4nGQSLG7TBLgeTffzFyDELidRlp11DW2+BViwNOPNN5r2ugunWwup8vauwQRaRpC6Y6ATuUJIEzOFDsRtWjd5+Isf3QydncXwsdekHKxzxp10UX9Ntt13352q4dm6Ig5OeMs9zBuhHDUBEK926g+tmB1IIy2q7dTV3GRCjThR8pdkirVBYT2yT+eK0wi3SFJWm9Np36qz0fI9Kui5bNR7UlthV02T0f0yh50c6HenCU8tEt6jTK8Hy0Y5HkqnkTtlkUdUgA9RDUFaMlKR/l3j52ZkEvImwp/q5SPs4mb7su0l+nV1jvbE68/j1ZW/EStV1bsIm3gTgvKQmjSRw44369xUJ8hNMioWe2IcEMWU366wYOefftmFD//Njp2DT15IWpdHMD5hK09qVtVfQCRQ2egajCJ3wfT04vGFffYB1kw6EJnmPM1WFWDbVVPka0XTPtOtwvOInnYzf6PfoTrw8cy9d6DfsT3GdB3T950q6L3j/mLT42+py264jxQ+bLWM9H99Cavo+g+tmB1AJ5sMy2Xa9uZ0uD6aRhtAF7/beyKAMGE7VdY1BPNwGe7ygfzaddR3s+DpeofGwXsdJ/T7lOaZS8eP/Rehvp+bi4rAuUJluOpF3QlsVlEjVvsOdj/nsFz2AZSdfetusjp+esansX5PUkOVll23V2JoKUj27RIUvgTPB4wsCZTmRuCUstdQvAOTwfixyb4hgdDA+NqBIbPO2q8H1E8e/Hj50uRvmYwfMR5FHFJGn5hj0Pfs4iwm1q4fmYYL1dx+cDaz+sQ4OKyG7atWEhQt3mjiQHC9h7dnPxsZ14nS90RgrfQd0/Mk+nDVNr+dVa1nbdiA+cSerzK52dWesb3Ub1swOpBVeev1Fdtn1C7dg4bFxRktWUtYykYe8JSqa2a3cxVKzy8dmXnKPbh558bsu/yORJsm7L8i16TBUf0RYarnzMXmy++oKNau+O9erc9enu55GhRnTatbPoNpnyePHWMa10vXL3RmUD8rwlLj4WqC561p5J9YyLJlUZyKbuyJk5q4q/grweePHE0Q4zYdt1EYEzWce/JMpHGzbxNiBtjmHKR5kP8rRd51HTZyliHztj3n8vLTI+91TxcUcrdOa+g6cqSbtuW2Zk35jKGBSnfATHDCdea89HC+YWWRtmDbEMYnah+udj1DmADjq8kMKQaQumOoG1W5zycXFpWRf/pUjUjex2io8P5QydkcOLIOVj1rbrlvKx2Ht2x4YR9YSt4+qpuzZk+vcDjvIxSjmd1Oc3yK6nl+HoRBJx49O2618mabddZ1sYuRsHg+1CejHj7BeySMTjEpyXRc6esqX2su3r1T/8/35JmWZIXv/Sslrb1/75xU+l6FatViBD8MCfZ6P4G1fu1L/SMjoYrXzE+yrXyBSbx9eqr73zemUL8rwlXeC7no8FXKc/u+lpqixEcXpkas6qtndBXg+8eOJYWGTbdVagisMGP8jzMe34pz0fw5TdJfoPdkfgjFMUSDgvi0JytqLiI1rgvrP/hF7vSNeHDbQVpL1z3+FgvYjiY1L/rzDV+tRsDuWj6zcZvq3bNDqkfzedeG2T5yMoMnTGirZrp1gN/3G/754UJFl87LwP4pSPsm6SzoZuZPP4kF6j5FU+SvGxqLRrSYxOqxiPA+rfL7/tusz/3g2ciVA+yn0Vt2ZwxVUZ6xvdRvWzAyEFpV27bbj9/dYqH6GICwttAWcXYDpun6rKX2jyJxu7m+/BEgNnSvTn8k6skZ6Pi8tWLLqrWeCn9HysmaeYKK+OnG6dPtRZ+bjoGGhTVZcNLCSDPB/TB870ByrJAduuMwbOJBx/YaOB96tT+ZhsI2FTC1zRSBFX7DR6ARR/z58cVfcdyhc646oPU167NGN3GHIfRynykHYNjhtOvLbG8zFBp1FaTPmbp0EKi2fnV98v0rrPtus2eK8wz0YVkaQoJEWibgRzHtSPeZWPco8VlXYtc05ZFkpJEfV2lOejKKHjxgPXrodt15rqZwdCHCZyeiKUkTTsXZBnbbtohbYED8wSFhF0omRzoWnWmTxMeD6Gp8GW588lIEEwKu16fqkXi48p265L9FUrkuGB1kLrsK2ej27gTBrPx+pb4+rIxMhgh/IxT+AMCFI/4j3q71ujfxFvO9dyTOBM8vcAm50g5WMZY3hRLXDmAmfqNT7nZe/2CbX/2HQuZUo77bphTLWep+VblI/Hpnuj7TrtwWhtlI9u8XH1zzU9v6jVbTYUf21h2DnojlI/ynzezZ6PAJZNSLuOKsTGEbVPzdJ2LWNX0eKVvMj6OKw7Jc14QM/HTjg6Efu8tDIqH1H4MV589HztrItzHdriUw6uPlEaqFWhCZM6QlaKXvDgvYxTPpZZ7ItTPiJwpteKj26IUsI2izJbG4tENnUSOGOb8lFasc4EqCHC2q65QckG1BEdno8JT7/T+KXi0IXF4TRt1+mLZvjcmWZA2nUJByPYBIIDx2xTPvZW2vUq38cc6seswVOyic/l+egWPuOVjycMez5CKWTD3GLC89GGwBlRNQYlXsO2iS3X6eYOMOXM593s+SiHXkirfuTkbOav4e5ThyMCZ1K0XWcN6jKNjGHwA81dfGTadQfVzw6EeBYK8NTL7PnYNK8U8RaWsrZdRPl8yaBuW2FjdVr36uKjiZNgbM5Di48VFLGgfMREGdQmaVO7UZnI9Y86HSxboWwC2dQddUIibDsgwLiHTUcS5SPbrvOxYXRA+x5hEZ83cCZsc4w2Mb4/bdbGFR9dxV5fZuVjmT6bUny0TvkoCtKaKdNtCJ1pKx/Tej621ntJxu647z2cpO162nzbtcngxyrbrrMWmItE9geSbO0FakgWHzsRRV2Y6AOcdPad3ez52Gn3kX3ekUOSoH0q1iw4NJ1NkXadJCyrCsQTfTFkv9dxGJEwcEaK3L1O9bMDIT7vncyej0vLxjcNHcrHjN9Lez6GTIIiZ7etpXP1Ys7Xdr2wZEQy32pRD0+7Rp0ZisuyiDNT1p6PFiy6K2ltiljYeSnTV61IZLMhZv22FR/FgydN2jWVddktQuDNK9c6a/ExqnBfxnxWx+JjmMK6kLZrMY8vQfUHtdvk2GCuTaAJbFB2VcGTtq3T42Ge4uOso6IdqUL56G7gwwtPG5xgo+M9knYd5lGeh6zhYkUyOhhVfGzS7zGD8lE6GbrZ81GCzsBDObyGxR4ibA3s91JOfHBScNp1XgYTtF0n9fvG32NvyLTrFlzZEutar7N7Pi4ZV1NJoQWDSNak2CjPR2mZtFX5KD+/X6mDSd3EYgybgTDlo06WbvTrEJ+ygDJXfHXCXlPdFH2m1LBhtBWr9drc+jd1olaxCWxi06RdU1mXDbeFxpmr5pzF81CBysdW2zXfn1UbyIW4wJn+VAcK3vYw1/PRYGidX4WSZxNogl5tu0ax9Ynb1qn7Dp3S6aumQl+CkOAGSZE11XaN8QRjl2nloy1t113r+eimXa+e6+FJTuVjiGp+IYnnY3e3Xe+aNKt8lLVymrTrJGNXFTT6+hIEziQbD7BPhaqWadctqp8dCPGwPsfDWYbqTDaLeRbm2KCGFWqk7cZGVVXHSXJA8dHEYiwqcGa+gkLfiLOomw5ZxKBQ2mvFx7Rt11V4dRaB//62cYGPgijTrs0j6gjZsORtuw7aHGMs4fsTYGQfsqkR1WK6tmt4+HraruVgpKTCG1qvj08v5Co6Fc2ccw16TfkI9m5fr46dXVCPnMrmh4aNKBox0iqW28rH/IEzce/bptFBo8pHWNKgTXGwSz0fZf1iR+BMgPJxjp6P2TwfnbTrLm+73rZurX4ucikfY/ap/o6CpIrxKq0Mghhwxo+ocJ62Ero/mVc4lY+a6mcHQjxg4IdyR7y0UvvMlNR2nWeQ1J6PIYuhuBOlqgkLSIDyx4jnY6NP4VYIuh/wGspuS0ykfLRg0V1Na1OyxUaZvmpF4n3mcR9kVT4bVz4y7bpE5eNCZ+vNYJGej713kJErcCZD0QzvF669zC9l+wifL4nXFoXOZCnidp/vY7bQGdybKGin7cbAc457Tmx3siAK3jj1EBKvxTrEBM1le+YWk56PVSbzhhUfcYiF9ZUoI0mKtmvn2ZPg026lr2+N2rlxRB04lkP56HTohd1nuqMgS9u1ZQdeA46lV5LiY5LXDtsLej626L3VBbHeSwtkWYThRLKs4mMeVYD2fAxTPjon37ZOgGGFplbbtZnAmbDBX7ddl7xBktbbsIl1vgcLBu3WpuWu3tx6N3WiVLENtO9h8yHFsDCa0nbdY/dq0fPUVF7lozO+se06Hrm2Yfe2fDzNnODflLb9aPtr0wJXNO51rJktRhHs2zGhf7/34MlM/x7rgqwH0/D5zqN8TNq6iNCZEzMLmQ74k4CgLGDD4VyYR3nd267D0q7Rcu39e6I6CsVijxIELFSwJu0FxTd8Hw+enIlMcY4CB9wogIeFu45kLD5a13btpl1HBM64hxHx451uu55tZrb16Caqnx0ICYyjT198bBn0mx285OsP5y4+LtVS+eh6PvomLZj9m5DMy+Y7qLCFa1j2Bglp12A6IMkNE0pPKh97xPNRUvxsfj6lKBrXxinP74DjaUNyej5mDZxxPj8s7VoMz0m7qBjr+ZgycMbbsup6PpZUlG+b/9tUfOzdtusLJsf0pjqr8hGb6KwbaMwpedrv26EN8cVH7H0l3bdopKBhw8FJWj/qpMVHhBxW+fPJ+sPfgSP/P87iY/DBVUQRGnvO9c6hYrcDr2GsLx6bmsv077FPFZ/aIDB3pEq7tiBBPghZ70cpH2W+HE7Ydo1Dn7MhnXO9RPWzAyFBXloZFkZlhH20PR/zFB/79cAPbxw/0jJpq2eLW2jypAei6GbK81Gud9Dgrz0f+ytSPjonzF7gcwR6TfkYpd4KouwNfpHIPW5rGr2E4MQpaNobRBa3iig+tlvx0t3TQxGHK2XYiNQJzD3oZpXFfmjRLGXgjPf9cz0fS7ruuzaK8tGetuteDZyRlsTLtk+oHzwylUkVhA131nUQ/NNyKR8TpF2DjaND+ndTrddysGXDwUlYQGLe56Pq9lCMT1CdnfEVMeT+ofIxLKxsOdLzsdv9Hv2HXlkV9+jQi+r+0Z6PzaXECr+kY1fZyAFDM0Ilnsrz0bdu7GV6b3VBulf5iDbc/pI8H3MqH8MCOnDybaufXNhJsvzZVOBMaPGxWX7bdZTyURa4Npz4l71hQwEyaWtT2b5qRSKLI+uVjzHjp7TGse06G6KQODW74C5A0YGU9jAkSpnDtutO4KOHOSbU89F5D9IU1EcGOm002m3X5Vx3tGFtGBmwS/noXINeVD6K7yPusZ8fPZv63+pD2DzKxxyej0nbrifHWmPXsbPzPdR2XaznoyjWqxwLIVDwt12LospW8UJVDDuHgnGej7baXZlQPuY59NLKR+egO2ydjHpd0ufO1rZrd/8Z8XPgnsKaI8laTZLUpxg6w+IjsdRLK8PJQBnKRyl25ZGHuxvOAAUHTpRsVVV1+vstrVr0mliQRQUytNrsq1I+hhcfe1GtFOVj6qdsX7Uikefe1jR6eV1xChq2XResfGwu62JNlqCJsIMoBs6sJrL4uJj+PWi3XS91zMllXndsBO1SPvZu2zXY54bOnCq17RrrvumFpcxejLAOwK0ftyZC4AwwlXhtU9v12pRheMkLzNX/bCgw+g/Bpe2axcdOZK0Z5heMLjQUhBAI0guc73gNP5QxdAYdelHKR39HQRzSol21othPwznIXHRCtILAPZW020KK26eofGTxkdidIpqGMtKPi/J8BEFKMZwo2aqq6lBtegpNJg24pXUnWPm4pAbL9nx0io/YJHRLinMRYLMeVEzv1rZrW59ReV3xbdeifKy+Na6OoDCD59ybdp1l/GPgTPrrHhU4k7Zgtta3SarCjxYtcI+fmV/l31Z523UNx+dCi4+H0hcfcR8NO2ratIiHml/NlirsJkHxfePooNG266ZFbdeD/c5hecZgDVvbrkGQ8lHasJl2na4YhvUSOoR7pe1628RardbLcuiF+x97nSjPxxHn+ZhJWPRP6ldbNnI4L2ruIHBPyToieWfngup1enN1QaxFHs6TKU8GdNhHCUoR+fp52n1FIRikFMOJkq2qqo6066Dio4HTYNl8LzjpvGUXm/2MDHUGFHjpeeVjwgU+ipQwbA9LyrMZUbXYqk6W1xUXXCAbRBa38s1VYg+SpfDlHU/9xUcoMeAh22vhVXFgcxK2gcRhVNqCmWySZA7D+4DaTZleqNIC95Al6sc5Z3y2oW22CrasW6u2rlur7k0ZOoN7B89sZuVjwrCwMPBcJPne0nZ93FDbtazVbLh/3PVqwoPRJOhwRRuKj2sbq4Ir5ACDno8hno8hxTApBsEGoxfAs7ljw0gmuw8Zn5IpHxcLtYwoGzmcjwqcSZN34Nr1zFD5WP3sQEjAw5nWE8E1uW7Ux/MxqPhou/JRNsNe1WbWpNc8bYloTcJCv+zi46goHwMCZ9xWVgtO/MsGBfWkrU1VtMsXhSyq7Fc+Jiw+su0611wl9iBa8ZRh4Rw0noLmcu8eZMS1UYZ7PrbartOwOu16yQm2KW8M3z1pV+I1rkGvtlwLe3dMqJ8ePh14yGhqAy1jd9bio1Y+Jvjeonw8Zkj5KC2KA93q+ZjxoKloUGD0Fx9FCcm265C067DiozOP90raNdi1aUQ9dGImMPg0CumqifJ8lHFIFI1xyOelCYsrg4azPpZOobxKaBFXTdHzkcVH0h1t167qrN/+tuuwDSf+H4ukqBOlqnFVm56T5HY6ZnmBM+1U0n77lI9Oq08vgXs6cdp1s3rD9tzKR0ufUWmFgYI6WeBM7xXKi2LCo3xMc/qdxNO2HV7F98cLrnFo2jUKhynfA387HubfstWmec3/i6al4u3trQFCZ7An/+EjpxP/m5nmYq51kKtajxm7o943CVCKCz1A08EJQ56PbVX9Gis9yvOS9aCpaMaHGrpo4/UIlWKkrYejVeGO86HKR6f42CPKR5l3sM44fHouU/ExMu16IKXno7N+QnilTchaIEr5qA89B9N6Pi6oXqe3VxjEOrBww8I3bdp1WT5yrvIxx+IjqHU56YlS1QQldc8uOGnXBhZkAyGbc1lMlq0Mkkk10POxl9uuB9IEztRX+Wh72nU7cIZt16ZZPzygF5FQDmT2fAwZ39ziMN+flJ6PfdkCxJzxHO9D2Qcj57tt13YoH7GZqmMYWJHs254+dKYo5WPc2J1X+Qi7E6gfj0+bbbu2YR0UFViYBdg7aeWjBc/HqHMQ7g2dkeIj2647kfVmuPJxwZ3TewV4DYMDKeed087ePOoA3p1XE3ZDJbWMqCpwJtLzUa/9+jIFFfYy1c8OhPiA9D3tw1mWEk4WM3lUfvIa/QuiJCdKVROU1C2niSYWZEPi+eg7eWoHA/SV7pWC7xmYdl1S63/d067LSKU3hTz3tno+ythxOia0gMXH/GAhCdHJ2YVFvXjO4gPszgW+8c0Nbajpc2I67RpFgEAFQso5SDY8ModVcTCC+wiK5f0Zk0eLhspHpZ6yfUJ7f96bInRGCtj5PR+zBs4sJj4A0cVHw8pHaVmsEhRa4V9aVNu1fB0blI9jQ637xRtUxbTrYGCjoS07QpR40gbbK56PYJckXqdU3Lf3qfFt10mVj1CN22BlEF58XI4OnEn42vFcYkw6xbZrFh+JfWAxntrzsWzlY5626xAfmiQnSlUTlNTdDpwxoXx0Bv+QtsQ8wT9ZwalykPJRXmMvFgxQREna2iS+avVuu7ZzcY8FNtrd4pWPoqyzq82lTqB9EZyabmZuuw7zJCvLRqRuYI5Bm2GQEiFL0Uw2DX7Px7I3xrsnR+0JnKHno16DXXjOWDrlo7sOauQ6OMqqfMT3T1r43DQ6pI4b93xcU7uD0ThMWgylZcxRPnoTryXtetSC4qitB1dB9KLn426x+0h56CWetFEH8CMZPB9tVD7K+kvGtDAldNK1H+Z6qGunqHxk8ZHYB3wRUns+lqQUEbPuTU5iYBbcDadvIkxyomTLYOxV6swtmAucGQhVPra+ZxXtYZgkgzwfJe150JJFd5kMpljg4z63IS0yC5NjQ/r3zeNrlY1gcYNNbLznI5WPeRH/nsfPzmsFZKbAmTDPRyofU6WWYhOA8Sdr4IxYh2jPxwrmFPhvwXsrqVLEJDPzdm4Ey+ay7RPq0MlZdTJhkS638tGx28ni+YjxHAX5pGMQ1q844C+qHdnWtmuAMSFp6m7iArMladfgrE/5iNdmQ9K4ncXH5ejiYw8pH7dvGNYqvLSKezkciVQ+DqRPu7ZxzpHnKKzt2lVCpxgPWl7hC6rX4QhFrFU+pknharddm72ln7Zrg/r0G65SL7x0WwEm2MupT5RsKG7ok2Rv4MyiudPgMMNfCR2oQkE3OtjQGzQ/Pe352GgFzgS1Q3o5emZOHT0zry7ZOq7qyKuv2aX+6s3XqB0bW345NgJVZlxiars1rvcK5UUhG5XDUy3D9kyej274WFjgTO+NJVHIHOP37pLrl7n46ISFaM/HCsZv8d96+ES16kcUL6CIO2/9sOp1Lto8pn/fn9ATTTbaWTfRorrKkoQqRbHkysfW9zppIPjAprZrOTB8/Ewx/pZyODA8WP3PJr6O3uIjVJD0ewwGoSAilPAjxaBeKj5ibYFxPu2cI4cjUd0/WdKubbAy8DMQ03Yt40HSwJm2V3hT9TrVj6CEBCzCUHeUFoIkuAEkhjdrKL49c89krk2hG9qyyvMx/kTJRpVbe0FmLnCm6ZymV+35KInXXpNvoZfTroOCiIK4/+CUmyZaR+DZcuXujcpmoHwUFXUYWExhYYXxjKhcxYLHpmYzH76EB86w+BiEXGO/QrDdDpnuevk3SVWFYbUTr6v1fZTWb3k9vczulEFAcg9lPYRthxGkLwi2w26SrR03OQp+E76PtrVdb5lYq1XFcQejtVM+OkVGr+cjCpG27x+qAu+ZCCX8oA0We0cb3tcy2bVpRM85aZ4N2acmCZwJa3MPtoyw774dcA5QFkOUj3I/pblvYNdzarZZyHhUZ7iyJdYhi7A0vghuMaoGRunhno9yojRQK38/kwsyCZyRluayla5hi74g5WMvh0SEqXn93OcY+O910kRJ8aB9L175uMLCVtHKxwyHL2FF+14eS6KQOca/iWwr4dO9B9hwovXMLT42ERzUX5nyserEa/n+5zthBL0MNubgwLEZI+pDPyhaYjzIEkaQtvAptkEmEq/loFgOjqtm67ohPT5kaWe32/NR0tE7i4+Sgk0C2q5DlY9N3Q7ba4exGOfxbKAbKSmnEwSjtu1M4ouP8HDGfs5G5WNf3xq9PggTVbjCmzTFx+EB/fPKmqVXsWN2IMSDJI6l8UWok0F/UGhL54mSfSdAQS22q9KuDRR+28pHuzwfoXz0n1y1WyV7awETloIexL0HT+n7p65t13VgfGhAb0KibCtaykf7x8o6eD4+drpVfEybtCyeQuh89/v/ShG/F/1jo5B2x3DlY7r3AJvNEc+mVHs+9lepfKy27Vq+vxTeehl5T5IWhNvqw/5cBxpZlI/iQZ227dqE8lE26qIaqpqt61r+zFA/5kW8YW0qPvrTrpl0HeH9GaLEg/0AikK9hjvvpPB9xD4Ve5yo/V6atmsZu2xVncKaaDGs+Jhh7yv1jZMGLC/qhB2zAyEB7WxpfBHq5LcnyorVno+O8tHySRDqUu9rryZwprr3e3SwoW0BVvm09bBaKUnbNYphSA+99LwJFr4MKx9RFz8bYfYtbdekSOVjtnsa48Vq5aOkkfM5SRI40/YdTn+94NeEDRAUGIvLK5V0T0yODeqEWluUj9Jy3MugiHPO+FDigrBstIcHGrnWvlmUj2kLn27btYHEa9mo29R2XVTxUQ45bCiU+D0fcRiOP7P4GF589HsFC+iy6yW/x9WK++SHXlAQQ/UYpRJNk3ZdxKGNSbAGw7ogiCyHnlnqG90IV7bEOlzvmxSLsCqLUUV5PkqrpO2eLVCGdHg+ygA8aDBwZpXysVrPR/+Jc9Wt4FUjG3a/gssLvGVQYK+r32NdkHaY0xHjJ9uu8wPvnryBMzLGrfJ8rNF8ZkPgjLQwZVEkYdODFNQqx29s5KBCSdriawokn6Lzohc34mGb87Sej3k20VDFpLEb8n/v4dTKRwNt13Jw0rBL+XjEGafz4FoMWVAokX2CeONjTYxrz+JjMHjPcH384SEo2uq2a6co1Etk8RrGPjWuO0+6QCTIrcixq2xwiOJfn/mV0Glee7u+saB6GTtmB0I8iPx9KoUsub1xsHMAC/Z8XFp1ogSJtw2nqnHKTW+RCRs3YOJ1DzaC08bc97sClcqoY4zsP9VzlY89GTgT7/no+j2y+GgU8YyNCp1h23V+oFTDwvSItF1nHP8wnvoXt27rIt+jDmSRL4v+VamTGQoeLS+wRY+VR19l/luPTs2uWheUCRQwuydHe877LGpzfnKmmaggKGnXeTbROgk1QxhB+rRrc4Ez7XWQHWPXliLbri1UPsohuPzOtOtghp29gv/gCmpRqN578cBlx8ZhhaE+jfIR68oov0fxSkQXQrK2a2fsyqEYN0kjQvmYZTzIkmnRjdgxOxAS5PmYpu26Ri2vQyH+ePDSwGmm7Qt/7fnoKQZiMkfR1MRGeSAkcKadbl6F56Oz6PO1tbqej07BtJcIC1Hycp+TdL2PYTPlKCJii4+9d58WCcZpqCVkYZq16KCVjyGBMyw+hikqwtqusykfsQFqq+mrKSzAZxE1p4MnWunpZYMCLgo0TLoOaEs8MV2KKg4bUxRCpJU2Ke3gg0Ziaw6s2Uy0XcvY1bBkftlqoO3aJs/Hs848L/fMmOWdU5WHlfn2XbLP7EXPR8x1504Mp1c+DjcS7ZOSBM7kDeoyDdZnfvFLHhsG8Qo/lcFeo5vgypZY286W5uGsV+BMuOdj3ImSLcVHb+EUA7Cpk2ApakmCoiDfvxLlo9t2vVTbe7AsKwF/2MyGkQF92krMIZ6xUW3Xi2y7LgSvWiLrGOgfT3vdwiEKKez41SuixM9WfGxtkqq+5rszmP8XycMnZjoKbiRdEFBbwZOn+JjNDyxt6yIOTpB4bSLtGnMLsGV+2TgyqNdkYo+RB7fIa0GhBOMUCshnnXWoW3x0DsdJJ2tD5o4pZ53Ui8pHsHsS1hIzidTW8G3HfYZQw0QdBRE2TDY+U0HgEEWsJPxksRzbkHGM7zbsmB0I8SAnUN0aODMYUqg5k/BEqWr0Ztnr+biwZMTv0buA9Z88Ver56LZdL9b2HjRXUA9ebODa/PjR07rl2nZlb91pe0GFj59Q2tmyOawzXrVEZs/HgMAZtl1n9XzMEDgz0K9mmkvu16yq+CgJ02lUKEUi35fKx9UF4YcSFISxDkKRC216WRFVjBRETKVdg42jQ+qEQeWjLYewaAHdvG6omOJjhnRbU2AdBZXjWWeeFwUklY/pwspknznhFIV6DYz3KCgeS2DBgBBD1CiTKR9bHQXdkHYdp3yUjowk0POxRfUjKCEBgxZaAqdSPJxV+zVlarv2FWq0l0aCEyUbCk3YHMtJGSZzU4uxsEJtlR6fYcpHd9Fdg3vQWNu1T8El/OTwaX3P7GXLdWnFR3jIhsG262LwqiXg3Zi5+MjAmXQbSN+mxi0cZmy79ra6VnXN4bUI0vhvmUm6pvJR2Olci/0JCsLYaOdV77gb05SqmHbbdX+qhHWTno+2tF1L6Ix483aL56O0Xss6VGyA6PkYfXDlnzukCNSLbdedidfxY5xY+STp0MNY2A1t1zrtOqT4mEW1KWnXU1Q+EmKnl1YW5WO9io/tAQ2FvDopH72vf9Zk23Wo8tHxfLRJ+ei8xqGeDJyJ9ny872ArbGbfThYfywuciU67zqPQIS28CZm52q5DA2fs2cBbFTizSvmYXoEgyKZHbF6q8nzcPD6kD/GqUz62ip5UPnYqETeODiYqCEM9m3cDLRvTtKoYfO/0ysdBXXD3q4i7re0abJlYq/0t84Y5yeGqTcVHOTRxC0MsPmZSPvZq23Uaawmx8pE1Ztz19u+R6pl2Dc/H4gJnWrkOim3XVb8AQoLARJDG81ECSeqgFEFx1a92mV5YUsgtqIPnoz9cZA4n/oYWY+GBM9UVm5FyK+9Z0GvqxcAZ1/NxKXhx/32n+Ejlo3lkYQgP2TBQzLelLa5rPB+zBs7o4qNfRW3fBt7mDeScM/ZmUeDL+3ZqZqEyH2FZF6DNt0rlI+Y2KOJIZzt8ElUQ0q7zroPyKh/lYDRN4nXRrdc2hmVB+QiOns7ncSnX2ZTNUJ7ioygg2Xadbu5wPR89B4k9aS2RSvmYrO06ieej65VrqVcpDoDD2q6zFB9hAzExjPoG264JsQ5I4LvV8xEM9XeqXdKcKNnWNo6Nn6n0v/6+NfqXtCHaoHQdcU6WZ3yJlD0dOOO8/2Ft11A+7tw4otUWxCyino5WPrLt2hrPR6RdWzS+2YwUF1d7PuZLuwYnp5uVX3MUug6dnIkM7jLFgWMzWgVDT97Vm3P4oUWNp24HSM6iVFbPxyztfwicAUW3Xtuo2pbiY97Wa9vartFi3U67bt0zbLsORgrGEk4myKFTryofsS5PrXxM0KKOYiK8mBFSE8Wc5W3X6BBaDPkZZL+zdrDPaH2jG+HKllgJJgJ4PiZJ4Kpj4QfqCq/aJc2Jki2FJrnmWPialMwHnTy5Hp8VLALDlI+4Hn1rWpNVryHPXVDb9em5pnrw8WkdNkPKUUPEez6y7dqWtGsJnPHOdQycSefb1Q6cyZZ2DaTTosoDTBS6sM955NRsqd8X8+mjU7PqfMd3kqwOAopTpOKezN127Sofs7VdpxmDNjkHgccKTry2te0aHC6g+IgAClt+Nqgc8ZpanrWte4Bt18Gw7ToY7N22TaxNpnx0CtxJ9qlhFil+pDXblIClkP1nyGFgFq9dCTeaSnnA1G3YMYISEuClhQ2yv8ATxnzdlI+N/k7l41zyEyWb/P2wYTbp+Qiw0POnwbrvd391ysdpn/JRt7LW5P4rGmlVDFLs/ODQlP597/aJ0l9XL4KiIgrkMqb4wUk0Nit1OaixGW9CZtrTb+9cgLqj93RdFrsDPTqeRM09EOZJsXG18jFb2nVH23VFno+d/lvl+j4ePDGr70EptJE2UpCNKz62AmfyFX7WO+NJ+rbrRV0US7P+2DTmtF0XrHyUg2K8HtuUj3kTrzHO2KJ6BGPO/YbWa1FAUvkYF1bWOXfg0AndVXJo24tg3N9/bDpW7CMH2kk69OQgJi7xut12bc9ztcrzcTm67Tpt4XQ9lY8sPhI7SXsCXGX6cdZNlLdQIy09dVA+uiq35rJbBDR5aoVr1VzsnBTxvbEJraK1R5SPQYEztpyI25LgDu6VsBkqH0sD3rFhno+ykLKpLa7ubdcYi7IWc6Vg4J0PZAPPAnEnaAnGJtKvppBxJ1fgzEz1bde7Jx2V3bHpipKuqXzMUhCWQ9iRnOsgrC1QtEvjd541adttuy5Y+Sh+wja17xfWdr2wVEm3TRji74iDcDkMp+djMHIwtcrzcaap53Gb7teywbiP7ru4gliafWq72LuU0K/WnufKS6MPadcrhSqh148M6H9bdNhXneDKlli9qUt6OiAbt7psqFshA8uZTpRsUblhw+cacJesfMT/t1Qw5b/f0qYnBt/ua1psvaZeRIr+QW3X8HvEyfKTz6XysUzfxzCPMgkzYdt1cYdkWGhnHYv8AV5AxjsWH1cTVHzM13bteD5aoHyU4l8S/60igeoFUPm4mt1u23V48RH3H0RDeTfQGEO05VBa5WOGpG1puy7e8xGWHnatwzeva6k8D+cMnJlbRJHXnjFZVI5a+egUH0ctDe6oGpkb/AUfBH9M9GjLdVrFvRxoJ0q7FpFGc7HWadeDjTW6KyVIFZpVCb3eqW+Ih2YvYsUoetttt6ndu3friffee+91P46PXXLJJWrfvn361+c+97nQr3HnnXeqPXv2qAsvvFC98Y1vVM1m776p3cB6Z2GU1BcBmzVs4upyeoUildf4WAoF62pwaimbMxTbyjDg1sVHX1ELhc+qNom4z1DkXqV8XOzdBGFvK76f+w6dUpdsGbd2cdG1yscQz8dF+gkWhiRk5hn/ZMzwjnELjtK7V20c4jaRYYEzWQ5/5L2TtUaV1xwKLXz/JP5bRSItxbvp+RjYCo0gmKiCsOtbVsAclyUJteU3mW7tKG3XxwtOu8b8YtvcgjFjw8iAOpKz7Vr7m1ukfBz3FR9RgMZBL4nwIPQp8SBw8QbH9fYBS/Shl7tPdUINo5DDkFjlY3NJ37O27p2gfPQe2nvBz5ZlzJ8Qew0WH6vlxhtvVN/4xjfUrl27Vv0dCo4oSOLXb/zGbwT++/3796v3ve996p577lEPPPCAOnLkiPr4xz9ewisntigfdTHK0sErmeejc6JUg0nQW2hyi48GT4OxGVsVONOs1l8RC/1VysellZ4tFsg94S8SPzY1q46cnlf7drLlukxwiBGmfGyr6rhJyYsoJvIov4OeHRsTY23aRK4OnFnSY29fho23FG3aysfqxnC8/l0bR0pXPkLxgrbEzeOtghRZvTmPKgjLOihv27UUO9P6gem265TfGy3euNePny2+7dq24iPYsm5t7sAZKFxtKj66yse5VvGRfo/hyPvmPbiCmg0FIPFa7VUSKx+dA+0k/pjif5uk7Rrjpq3CIRnL/HtQkDXvYH3K+kY3YsUMcd1116nt27dn/vef//zn1Ytf/GK1detWfQO/+c1vVnfffXehr5FU5PmY8ARYt7xmMJuvCrxW72bzdJ08Hz3Fx7mSlI+r066rbXHGwn218nHJykV3GbTbrpdWtVyDfdtZfCxb+YhnJMiDU05we/VeLVp5gnpXHlWvW3xcWuoInMFanCqW1aBIFtR2vTbjfCDv3alpx/Ox4nUENoIHT8y4CuUygOIFLd+2bgCrBu8JDtH8c74J3zIdRjDbjA1/yOv5iPcarddFKx9xCGvjocnWiVbxMc119YNxx6ZUXvF3lMAZJl2nS7vGvIF9WK8rH8Vu40CM1zD2qdqXNsHaUQ5i4gNnFgtRjJtCxrIg38fMbdcj6TItuhHrdx+vec1r1KWXXqre8IY3qMcffzzwcx5++OEO1STatfExUv92tjSej7bKtoPAa62t56On0NROGe03Wuz0K+qq9ldE4rU/iV1a/3sRtyDtS6G996CTdM2wmVKRthiYiPuRJGV6PhajVEObZJaUZf+z401wtjG0wRaw2F+Vdr2YvSggm4czjmda1esIqOzgMfXoqXwqraRgLj10coZ+jwnaEh8+MRPjW9YoRE2N98R/j8elXWcpfKL1umjPRxvbrsXSANc1j9pIt1naVHwc6u9ou6byMUHbtaf4KOKWXvd8xH1zzvhQrOIeHXo42E6Cm3YdE6qCsdPWsBkg/rVBidf60DPDa1/viquofLSSr3/96+r+++9X//RP/6QmJyfVzTffnPtr3n777VplKb/Onj1byGslxbLFMYhG22YSUMirU+FHKx+XltXycus0RVok65BU520TnF0wn3aN9lCcpntB4XOwwmAArXx0NqsdBfAa3YNFEhSaIcpHLCwu2jxW0SvrTWSBGFR8XHQWUWy7LoZbn32huumq1ZYxqdOuPUo3fZBh4QbeXs/H5cxzkH/jU3Wa7a7JZC1wRfHIqVmFZQiTrhO0JYYog2YKVT6KH1iyoiCUfDMZFThIvEbadR41YHDb9Ror265B1tZreMKicCUp4TYwNjTQ0XadpB22V5F9i3fukEK0PHO9TJy1hOxTk/g9AinK4WAkiqyty7a0XWfpuNg8vlZdet5ET4dDWb263blzp/59YGBAve1tb9OejmGf99BDD7n/f+DAAfff+nn729+uDh065P4aG+Om2EZwCoMBKc4At66qMze0xRnQcKKEn9fGE+PwtOsyA2eWrGq71p6PPuUj2ll7tWCA9lBsOLzFx6XlFfWDR6b0JMv20XIRBXVQmp6EmdRhrKkDb372heqVTw9eb2QPnFlWAzWaz6pIu/YWTBDellV9uqr4WPF1T5KuXCRS5JQCG1nN7kmnLTFkPTrrJLoWsQ5CMAo46dgAxIE5N2vS9sbRQV24j2uNTAPWQTbOLdsm8hUfH3be+/Mtek5GPcrHaSofI0EXgbbsWAgoPva48lHG/5MzTTUVoQxGh15i5WPitmu7lY8ylgW1XesAqgyv/SnnTaj/+jvPVL962TbVq9g3QzhMT0+rU6dafmEAHo6XX3554Oe+/OUvV1/84hfV4cOH9YL0jjvuUK985StLfLXExESBNqCkp/9VB5Bk3XBKsSbNiZI1r7255AmcMdt27U8aq7r4iEVfYNp1je5BMyFK7YXGLx4/qxfF+9hyXTriHRvYdu0ceLDt2g5Ewe0tPkrbNVkN5hocbHjnBKhZMrddW1d8FOVjOaEzDzlqPil6ktVIYTasICwdIEWsg9L6nc/maPmedBKvTxTo+2ht4IwUHzMmXrtFeosS4ccd5SPeP1g11MEz3oaDK0E891h89Bx6nQjfc+t9asJ7TILc/P7MfuZ08dHe+1ZU3N7OFIBak+2qTZuxYoa49dZbdQs0lIg33HCDuuiii3Ri9fXXX68uu+wy7fn4ta99Td11113uv7nlllt0wRFccMEF6gMf+IB6xjOeof/tOeeco78mqTdYhD9ycnaV318QGBhETVgH2urBJbdIkPREqWqkLQ3XHBNHFYEzrYCh6t5vTJbY/PrVSr1cMEDh1at8vNcJm6HfY/nIJkSCrILarm1sjetFwtKuBxp8fxIHBywicCaf56NQ9QHSueuH9bNZnvJxxrqiim0gmAUtrQeOhXk+tg55ilDwTDjJu1EKpI7vnaP7BD8XOFZg4rWtbdfwfMxTfJTn0aYivdg0yc8kSkiSzC9YPPfg29zrtBOvg8c47FWxvk+6T3U9NiOUj65lhMXKx0ZfsPJR9josPmbDinLzxz72scCPf//73w/9N3/+53/e8f9vfOMb9S/SPeyaHNFeRAdPzqgLz4luj69b4WfIF9CB9sjtG4ZV3V773EAJgTP9ffpUF/6YCHhwPR8rfL9lkYdNx2BjUE+idWv9N3FfeAso9x1ykq5ZfCyddc5iWrxkg9que/letd0vtbloZ+uiDchcA7WjbBq18jHjBgYKYMwlomyoeh0Bi4odG0fKUz4en9b34DanOEPCO3FClY8FdoBI8m7SMALxVMvadg2KDJ2xte1aio9HMrZdu0X6jfYU6WUdKq3k4gFJgsEcEej56BT8e5nzncMnUcL7kS6apB16buBMRPERcy66GGwu4MlBil8A44atWlw4tRn7ZghCfO1HSRQAdWt59Xs+1kr56Nkst1t+zLZde68VipBY4Ip6tAqkTUB8H6UFsE73oIn7wq98hHereC2R8pDWGHj0hLZdOye6pFra41t7kc6262TFR4CDH118zDH2yvyFMcyGhHGsfeAxh42ZaeCrvWvjiHuwR4LZPTmqHp2aWxV21Bk40yiu7Tqp8jHHGsxI2zX8ai0cu3BdMdZm9XzEPgR+nDYlI2MfgXlCCqpsu07Zdu1YG0jBv5fZ6Sh6ww69pPiYWPmYwPNR9o918Hz0Fx/LyDvoZuybIQhxwEkzCGt1WZ1+3Fc/tUtzWQ9qGMhErVQfpY7H89Fo23XnyZMUISv1fJRTPSfx2hbVjC2ej9ig/eSxM2rv9vVWbOZ7NXAmSPnItmtLi4+ewj2K+HWaz6psu8bBD2p0edT3svmp2u/Ru/bBnJK1UJKUxaVl3VnCsJl4pN324IkZq9Ku83xvUT4emy6w7XrZzrZrrEOgfszu+WjncwL149Ez8x3rUhJRfPQUw8TagJ6PrTUjbBjCxD4SXihry+Rt14tGDk7KQrzR0X3nRe6jrEF3vQ6vGrFfBh6jfMQCGuOCLRuHdOrBJc+JUqNeqk1P2rXJAdi/OZdW9So9PkeGOpWP8tp6OaFWez46782PHj2tJ+t9Oyaqflk9iZxOnw4InGHbtf2ej1Q+hjM82Nex+J9bzD8HyeZHwn+s6foIaYErisem5nTx1iYfuzp6oskGu4hDWFHWJfV8lDVYluLjprHeabsGKD5mabtGkvTjZ+atfE7g+ygK6bGadE9VxdpVgTNNhbPxunSdmaYV8hqnfGwkXtdATB+lfCzy0MYUgyJ+8WVPUPmYDztnCEKQTje+Vg9gcd5HruqsRptpb+ty2hMle8Jyyguc8bY2i7rOKuWjMzH1csFAez46z+J9DJupFPHlCQqcEQWxrRvEXsM7F3QEzvD9SaR8dL2Xukz5CPYbDp3Z7xQ3GTaTzwaoSM/H8aGG3rQnbbvOk3a9abTYtmtY4qAQZuvYhcTrkzPNwNb5JEnXaL23jVHP+z7GwJlIMEd0eD7OLuh9F3x2SWuMQ/jUWWdf40XWkkk79KA0hg1FVNq1vBc2p12L8rHpUz4Wse7oZeycIQjBzdkXbfItSOHHlo1DqsToxeXaKR+lwKY9H0sw3ZXv5yofLXi//Z6PdbwHTRSl5537QcJmLjuPxceqCjRYUEd7PnLBbQOD/f0BgTNIu+7dsSSN56OorXMVHwda43mVPsLBhS6zoTM2JvjailwjKUSZUvBg3YsgpbRt11kOgFEsxWsuKu0aLdfAxrZrsHVdq9h69HS6n1eeQ3kubcK7b2DgTPz9DhEDuuUACvxsuQ5Qdwco7sXCJ80+Fdc7Ku06z9hVFq74xa98XHDSri1WbdqMHSstQiIGw0MnZ1eZvXqpo+rMW8BLe6JkU8v4nLPxMzl5+ANnbCg+etOu66q+NeP52FY+XjA5apU5ey+BU2eEzgR6PjoKYha37PV8xAapTvNZmUiRURb/rgIhx/0sh2e2XPPzNgzrw4OgTWCRHLC4qGIbCE/DOieoIOz6fxXUto/03eTKx+xp19J6XVTbtXSnWKt8dBKv03qpSsFZFMk2MepYALX+zEJIFMPO4dKcM9dOzTYZNuNh92Tr/g4a4+QgO02HHsak6LbrResLeHKQIl7pgqw7bC6c2oydMwQhntNmeMc9emo29HOk4FGnwk+7dRmej9J23ahNYQPXWjwfoaAyudj0p425bdcVDvqu8nHe5/lo6aK7DLBxx7N4cnpBb2rZcl0t8DEK9HxkOJJV+A9XkN6MPw827FQP2dd27RxG5VI+Om3XlmwkMI9s3zBcivIRm6ttE62iDIle97Q80YKVj7gvi0oMh/IRhZEk5A1tQOt1UW3Xog6SVkXb2DqRrfj40DF7i/RjnuJjXbqnKp87nGcGBf6JkZbvKfH62oYrH9PsU/3p4nVMu270ddp+CfR8zIedMwQhCUy+hbYSrj6DgLxWtIxlOVGqGqgOtedjs7XoNslASNt1lcUTKh/DC+rfe+ik/n0fi4+V+z4GKR/Zdm134Izt6qGqkSKLKA/agTPd4/koa5+HTkxrHz1TYF21Y8OItcUi20Dx6ZGTsx0qZdlEF7mBRitoUuVj3pZvJNwen57Xhx5FtV1LSIONgTPgSMrEaxRjUHSxsUXXW3z0qiBJuMIdcwd+oYBE5eNqa4kgqzM5yE4TzoO5WvZI9W27dgJnfN2X7bBVe1+7zXDFQWpr8r2q7dqijUPiDedSu+26TqeWuvjYXNaLbtNqEXlfXeWjq3SpsvgYrHzsZTWZ3NPf2X9c/07lY7WMDw24YVZe2HZtFzK+iaJbxrleHkvSeD62jd/zp13bVHw8f9OIVnUePVOMH58fBIM8fHzGylZSW9k1OaJQCz54svMwfKa5WOgmFAURbG6TBKO4oQ2Ob2mWtmsceASp5NPSrW3XUCAjbAbqV5uLj94/k9WILQKeLVkb2VhQrgrYPUB1HST2aduDJb/HRuI8H2sQOCNjmaybBQbO5MPOGYIQB1kYH3DaHoKoo+rM3XBiEnQWfXXxfGz7+7VODocHzV53OUWX91l+rzbtujVZyqles4b3YNHIz/6d/Sf0aeETt41X/ZJ6GiwSkVroV7Sw7dpuz0fXwqGHx5I0rXPSdp3Hb89W5WNYC1wRoACDsUC+D8l+GF688rHVChp0eFR42/VYcYnXTcvHrizFR7y3+Hxbn5MOz0eLizg2IM8I3tNTUnys0b6rLPVjoPJxdlH7EKdRKQ4PxKRd5xy7ysDtvPMrH2vw2m3GzhmCEIdz1w/rQkaU8lESduu0mW6HtiDtuqbKR8fz0bRk3r85d9/vStOuWz/ztLRdU/noWgn88NHT6knb1tXKBqEbQXsMVDqSyL6q7drS1rheQ8aMdts1x5JEG8hVysfs482ws2m3acxqm/+bKT4+5ITZMOk6/2F40cVHqI+AFEjMej62Cp3HC0i8lrFrwFJLD6wZ8fOmabt++MSM1c+J7BtGB4vzHO0Fv2CxNZBCP2mBIvuR0/Or2qWxT4X1QBr1L8ZEqKHDAmPr0HYt62RJSBfo+ZgPrm6J1eCkZcfGYJPvOisfXc/HxbbnYxovjaqRwBmcXJXl+SgtPTZ4fMpp84zTdl3H0CNTBXW087HlunrEQ9avnnHbrlncss6CA3AsSRs4U0DbtQTOWHTNk/hdF5J0PWmnostGzneulb8gjPbBIhUw0gqaxPdxtukkxmZch6HtGhwvQvlYg7kFoTNplI/tpGs7nxNZi9LvMR55RjBnnJpp3e9su+5E5gMpugtn5hZT71HlQCYs8Rp2Fd7Ps9vzkYEzRWLvDEGIp9Xl4IlZXdQIQhQjNm0c0qj5cKKEA0ucXNYucGZx2bjnxeq06+rfb3xvvGeu8rGGBfCi8RaD925n8dEWRQQWjV6orLMLKAnwXviVj7LoJZ1IkbEdOLNcXOBMhT7CfpB2jTnGmPLR+bo2JvjaypbxtXru9xeEsbku0resXXyMLwjie+M14aA+a9o1OH62iOKj3W3XEjpz9HTygJ32c2Kn8lF8Hsdq1DllQ+CM23bN4mMHu0PU3fB8TOP36J2Tw3wf65B27e4/nTAtQbIH1hq2HetWeNVILVpdUNx59NRs1wXOwDdRTpRsNLOO9nxsBc6Y9rwI80SrUvmI92p0sOGe6InXUS8XdLzPH5WP9hQfxShckEI5267tenbkUEVO2Af77V2Q2xE402nDUUTgjE3jN+Y32M5E+V3nAYouFKzO2zBs5Ot3I2hrxXrUWxDGoTjWJIUqH4cHE7dd52353mig7bphcfvvlom1eg5M6nEphWZblY9u8ZHKx1Sq+SlHVTzhPGtEddzn/kMvvU8dyqp8XDRiGVEGjb7gwBnX85HKx0zYs9IiJLbVJXgRbkMASVpEYaHbrjOcKNnw+rHpK8Xz0Wf4K6mwVRebR4b61fQ8lY+CPH8oel3AVr7KkQAr8ZQV2HZtd/GxHThj7wa+6nEG53TtwJml3IdRbeWjXRsJqBJRJEyq0koD1lNQV3IcSL85P3Ry1i20yca6yHXQhKPGkgJJFFiD5VFdTjqBM0W2XQ9arnwEjyX0fUQRBl1Jk057um2I4pHFxzRhZcvq1CzbriOVj579NuafMxn2qTKvhoXOzNYg7XrQWYf5fSvltTPtOhv2zhCEJEx9FPmzzQseP7JRarVdpz9RsmEDeMYpvJXVdu0GzljQdg1GPcpHt2DQwxs5Kaij5ZrG59UDc3AgnrJCu623d+9V2/C2XTONPF51jk1k2/OxwLZry9YQUNlhjnm8AFWal+XlFb2eslXNZfvmfHF5xe3EaW+gi1Q+SuBMsrbr4SKUj4UUH+2fW6T4eCSh7yOUx/DBs7UzicrH5Ig6viNwhmnXq8aD8aGGOuAEkgGEFsL1LK3nowS5RbVdD+awjChT+Rjk+QiFt81jnc3wqpHanMSEeR/Nu8rH/lqmXddR+egt9JouPsr3koWt23Y9YIHy0Z92bdnmtUzk+du7Y6Lql0I8gTN+5SOLW/aBsWxV2nUPjyVxdBYf87ddyxxmW/FR/BjDuj6ycvTMvC7a2upjZzP+ICC3/a7QwBmn7TqJ8jFn6B/GGXQr9FLbNUgSOoOx5dGpWat9UVl8zGLZ0fZ8lGR50gJF9l2TndYSElooa8rCAmcWFq1vWxZ7Ir/yEfeQ7a/dZuxaaRESwHnrh/ViJiz1sY6FH9n4YwDLkiJWNd5Cr/m0687BX9quqy42o1VA0q7r2PpfNDsc77Bn7Tmn6pdCdPu7k3a9KnCmdYJLz0e75gMZ16iiTraJbAfO5G9/2rFhRK8xdlpWZNizZUz//u1fHC/069qe4Gsz7YLwdMfGemSgUbhqPYnno97A5yx8ovU6qQdit7RdH0nQdn3o5IyC4wEUyLaCtHIU0C44h89yHPKcYO6ApQEUfg3Os6vAvPDo1Jw7x0poofiIJ0X2hmHFx7x+tWXu1Rf9bdcLS26AEUkPj0qI9WBygDdRmPLRLT7WaBJBWypeL062YVie9kSparxFtmHDaV+r2q4tabOHD9BZ8XysYQG8aK66YJP6x/f+strkeEiRahE1tT9wZrEG6pReA+OGvE91aF2sGqgc256P+duud2wcUd977y9bNw8/46JJtWXdkPrMtx9Wb372hYVtlG1P8LUZKURJEJBbfCxwI4r3GRv9pGnXeb/3ptHB0MP9NNRh7JLiYxLlo7zHNisfcQh+z7uupworlefjkjo5s+B6q5JOZF44eGJG7dky7q5NxEc8bbF3thkeOGNz2AyQObeJvnMPOPTkM5cde2cIQnwnMWg9gleRn7oWflDAO+a0uqQ9Uaoa77U2PQBLoXPBOVW3xfNxZKihXwuKOQs1WHSXAQuPFiofAzwfcfBhq4dVL4LxlG3XycGGRRSPbtt1zuuFVlfbvGoxn/zWVbt0OMZXfnyksK9re4KvzSCBHN0Yoh6VInjRKhgEYcS1XWM9jDVI3uIjfN5QjAlaX3db8RGHcji8OHx6PoVC2O4iPQ5NbL7mNqZd49li2Ewyawmx7km7T41vu7Zf+eh23jnrs6LsLnodjlakNicxWGQdObP6tNKW9OO04PWKkXzaE6Wq8Rb+ygqcWeX5aIHyEcw0l2pbACfdiywUV3s+rrDl2jIwlvkDtQb5HkV7Pi4su8pHqHi7tX3uN5++U2+APvmtA4V9TSgfcfawY2PLKoMkB+EIUMq6xUcJnCl4HbRhZDC2+CjfezhnyzcODdGBM5WgzTuR56PFYxcO3aB+TNJ2LV6rCJwh9aetxFvS9/r6YTsTzG2zlpAD7Kyej2GBMzg4LNKuwuT+EyFjXrDuyOMz3evwypF6ncQ4bRBebClGpQWvVxaX4vFTF7x+i2UFzrQ35/Z4PgL4Ptax9Z90N1g0oUjj93yEUpcqCbsYbPR7lI/2+6bZ5PmI+cD0HFQl54wPqV+9dJv6v784oX56+EwhXxPrqHMnhiufQ+u8OUdLIgp28FwERSt44OMXVwwsquV7ckwSr/OFzrhjl+Xzy5Z1a5O1XR+f1gWGzePs6OgGZI8ID0NYJrHtOrrtWg5Y5AA77T5VDkXCio91aLt2bb/8no/N7l53mMbuGYIQh92T4YnXbnprzTZrQ56ByzavqVSejyUrH0UZJHL4qhgdav3cSLxmqySxtcXMr3zEvcrio42BM53Kbr5H8WnXKysrugjZ7QqE11y7W/9ehPoR1wzrKFlTkfSgDReFtkdPzRpJuxYbABRI/CmrXor63mi7BsfOLnR92zXYOrFWF3blACNK+YhCMy1KugO8j5grjjiF5/U16zgr88ALBxqi/JUD7LTBqG7bdcBzBosHzOG2ty5D6Y7HPyhwxvbCqc3YPUMQEuJBEah87K/XQOA9Ha6156PhAViuk7ctEcXPqheEVD4S28Fi8fTs6rbrqgv3pBOMZ2jrwYK8Lhv4KsGcA9UZCkBof+p2Bd/lO9arS8+bUH/zT4/kbo1FgWl6YcnqEA3bOd9pw8XmvK0+LHYNJ4WRqPd7xglyyLuBF6/mvInXdWi77gidiWi9xpoOade2+z2SdOBZkfedno/BYG+FPbcoH9uBMymVjxFt1+LZbLvnIxjo61OLjqpbDvDqUDi1Ga5uSS1A2jW84IOUj65HVs1UZ0MetUbaE6VeUj66bdcez0cbWuzF8xHKx3kqH4mFoE0GLUZe2HZtH94xjirqeNY6xUZsAHpB+YjN4M3X7tY/7+f/8VBBSdcsPuY/DJ9uez4aCJwBUb6PRbVdI+0aHHc8yHuh7RpEtV4/cmpWweaNz0l3gf2KeO3T8zG69fqRk7N6vyWej2n3qVJ8FGuKoLGrDupBHNZ7266l5sDiY3bsniEIcYCyASmDUcrHum3WvAW0tCdKNrWMmw+ccdLG3LTrJe2RVjVIu5aJFfcg5Pn4RYgtYLHoLz622q55n9o4F2BR2w6cqdd8ViayYUHhEQqKXvBeetFl29SGkQH1qW8dyJVK3E66pqIrrycaCrmysS76HoTnI5iaDVcjzhVVfBzrvbZrIO230UnXLD52E0ilX3GGT3o+hoP7HtMM1L+Z064HwtOuRQ1ZB+Ujwuy8ykexa8C9RLJh9wxBiK/VBYs9SJ69YLPWqGHhx9sqVmvlo+EBWDw3FhyZvrRdV82o02Y1Pb+kF90sFhDbWDc8oJU5Xt8wFPFt3xz2GnJwhoOVumzgq0QKPdgEIPW6F4qP+Blf+fSdunj4tZ8/nl/5yATfzJy3flivOfFeSOp68crHwcTKx+GcLd+bRnus7Xoivu36wDF5Tlik7ya8ajV6PiY5YEHxcVFft7RrEhTtsC8K8lYVxXjesasM8HN719Dy2qUDg6SHq1tSG3BSj8XW42c6W0Mgh66b6hF4X3Pd0q69r910yxtazjCBifJRt11b0GY34gTOiPKRajJiG3JS7VU/tu7V6p8fEuxry7br5BtIbALme6DtWvitq3Zq+5m7vnkgt/Jx50YWVbKCTTWsgFDInXV8FwsvPjqFkcjio2zgcxbfoagtIu1a1EG2H8S6no8RykcJ22DbdXfhPaiSAj9ZjSh+9x+b1p6PWbvzIE4JUj4WZRlRBtjbNT3dBu2gL7vHOZvhlSO1QRYB/tZrKOLquFHzqvfqp3xsTxhl+F60io/ewJnqJ6xRj/IRRQMbWsEJCSo+ekNnFpdZKLfW83Fx2ZN2zfcoDFn0YxOg2657ZOzdvmFEPe9JW9T/+dnjrjIrLfh32ybW9oRa1PTmHAUqzP9m0q6d4mNE4Mys0/KddwOPYioKkHnbrsUXzfbDLaT5opsmru0a47IUKkkXKh/Zdh2KKH5xwILD66x71JHQ4mMxYVllACV301mXdag2a/DabcXuGYKQEJNvLyhG2X7SGlV8hGqjbsXTMgNnAK6PeKFB6WLD9ZIFv1Y+LtnRCk6Il3XOgtGrfGTbte2BM456iONJKDLntCwvVnqqkHbzNbu1Z9mn/u9Dqf8tLGuwfqLfYzFtiViTQBkEa5ii16BSGJmaCS8IFhnagMTrXmm7xvw3OTYU2XaNwvKujSOqr2Z2TiSF8pFt16FsGV+r9zQQ++DwOmt3HubqoLTrtnrQ/rkb4wUO7Vd5PvbQuqNouLoltTT59mJLG25aRL1XN9Uj8BbayjDd9XpuWOP56ATOTC+I8rH610SIF1kwom1GwAkui492zgUYRxg4E48s+k86hZk6zv9ZuebCTeqizWPqL793MDBFNIqTM019EMFW0uIOw3965IwOVoA9TJFMOEm8UcrHIlsXN44O5k+7XmwdnNRhfoGiMaz4uLi0rA6emGHYTBfiLXbBE5sEg6I7DqnyKh9127VjTVHbtuu+zsAZ8fmtQ+HUVuyfIQhx2LFxRLdKrG67rqfyUYpVdfN7BIMlKx8HGmvcdkRdbLag0Dcqysf5lvKxjvcg6W5kcS1phaDJtmuLA2fano912MBXXXyUwkwvKRBQ5Lr5ml16Q/i333801b9lgm/xbYlYj5g4gJ1I4PkoCpwiNvCTY4O6OI3CW1Ywt4A6rIW2rFurjp6ZD0yOf/TUnFpcXnEFD6R7GHYOqrBv6aV5IwuYJw6enNVtxlkLtRibopSPtSg+Yv/pGRdl3GXbdXbsnyEIccBEsW3d2tXKRx04U79BQApo9VQ+tq43Eh/L2CTb6Pk44lM+YoIixE7PR7Zd18XzkYEz8cii/5TTJtorno/Cy566XY0PNdRd3zqgW6lTJ12zqJIbbwHXxAYazz8OOJMoH4tIjJXEaxQgsyKWEXU43No6MaQLjMcCQnbcIj0T4bt27qDfYzyYJ5ac4rysJdOCsSmw+OgW8OwX3zT8yke2XeeGq1tSP5PvYzMdC+75Zj1bXqVVrI7Sf3ntZZ38tNquV/QptS3+ivKzS9p1HU77SW96PkrbNZ4fLCZZfLSLIU/atSi8cbBDgpF2JymU9Eratdfy4+VP265+cviM+vb+E4n/3YFjra4RKh/zg7RreURNrYOQxpvI83GgmLbrvInXEsoAD0zbkSCZI1Orf14W6bsXUSkz6Toe7zwha8m0wJJiprm06pCsSL/aUtKuPcpHBs7kp7dWbKQrWl3OzC92GGPrYlR/nT0f7T/58SPFv6GSBl8Ul/XG3JkAbCg+YoGNyacVelDPAjjpbkRVfdoJnJG2uDooU3oJOcyRtmscZBTtIdeVbddOYaYXFQivvmaX/h3qx6S4RRWnZZjkW7+du37YaOsgWq/LSLuWtmtwPEfiNUIZ6jJ2oe0aHA5IvBZrJ3qjdh+ikmfYTDzne5S/2ZWP/TogTbysTYxdZWYOAAbO5Ie7ZVLTxOuZ2gfOtD0fB2r72ocHy7nuWNCi8CgTmC3v9+hQf1v52GOtf8R+1g03Ojwf221xdjw/pIWopucXl9TC0goPMmIY9gXO9JryEVx4zph61p5J9fc/OqIem5pN9G+wbto8PqRGCmjTJe3NuanridbQKM9HqIdQ5yviMBZp1+B4jsRrjF11OdjaOhFefESRHj/HNudzSPcgSju2XceDwBkha4eeXG9ROppQbZumodOuvYEz9VFt2krvrdhI1yVe17XldajGgTOi2iy37RrFx9agb4Pno2w6oHxsBc7UY9FNelD56Hg+SlvcAItb1no+Liwu1WYDb0/btR3zQdm89trd2kbhs99+ONHnY91ENVfxm3NT9x8KJLDMEN81P2j/Kypp2227zpF4jfkFG/U60G67DlY+7tgwUpufhSSHno/J2TYx7O6ts+5TMT4BiDS8oBVb/30NCnjY27Htulg4spJasXuyU/kIH4lW4Ez9bmUpoNXS81GUj2UVH522a/h7Alveb0ycZ+cXtaLMltdEiIDAAthvtZWPTvGxBp5cPVl8XELbNT054xClo9t2bclhVNk855LNasfGYXX3dx52D+bCmJpp6mKtV81C8iGFXHNt14O6ZVHGbz9Q4BQRNlNk23Vdxq4tIcpHFHofPj7D56RLkT0Lni0Sby2F+SWX56MzNkqrsjDnpl3XI3AG6zLxrZxz9qEsPmanHrMEIQ47N3YqH6UNt46FH3nNdfR8lNOwshQnknbttl1b8n7D+F82wHVU35LuBooYqB8lcKbpKGjqskHsFWTskLTrOs5nlaRdO354tthwVLE5fPXVu9Sxswvqr//xEe2FHfbrh49OdRzgkuJsgEwVH0WdFdZ6jdbFor63pF3nbbuuSwcI0uJx7Y74io+wMMAhEJ+Tbg+cqZ/oo8oDljxp11Ft13WwTJFOIWm9dj0fS7Id60bqV/UgPQ1OSbasG3KVjxJAUsfCjywaYSpeN/r61uhJA8W3MhhsQPa+4mm77rPmPZQwDxYMiK2+j2ckcIZt11YiwV2Sdl3H+axM5NBrara3267Br1+xQ93+lZ+p/+dvfqB/xUFFV3Gc7wT3jBlaB0koRljoDNr/ilLfYB2KYnavtF3jYA6t14d9bdcPMWymqxkbaj0vG5l2nQgpwmct1so+d1Xx0Rm76hBOJZ1Ci7orpe352Mvrjryw+Ehqedr808Nn9J+xUaur8uGXnrBZvfOGS9Tzn7RV1ZGPvGKf2r6hJck3jWzGz1pW6Bv1tAxQTUZsZHxooF18ZNu15YEzy7W1ESkTHD5hz+J0QfX0JmD9yKCei7/54LHYzx1b21DXX7K5lNfVK6E///alT1HX7Zk0rHwMViPCR21iYriwA+UNI4O5lI+YX+rkV4vEa1EECwecrioW6buTZ150jt53vfCybVW/lFrw+meer85bP6zHuizI4YgU7Lxp13XwewQNZ0zD2mxY9dPzsQBYfCS1DJ35zv4TekEmxcfB/voNAtgw/fb1F6m68qslTt5S2IO/ok2BM17lJwsGxFbl46NOGi7TrusQOLPccahBVgO1BBb+butWj4+9mIvLnI9J+z5E27spxJeujLZr8X1Ei35W0JZoS1dKEpBm/a1fHNdFXPGeo/Kx++faOu+7ygaFRxQgsxKVdl2XtGhZLy86h/coPjb61nAdnQNeOVJbnx20XrvFxxoteEh6pE20XXy04/0edVo4AO9BYiPwfITyEWbZrvKR96pVDHUEztRLPVQVXtVBLysfSfcSp3yE91iRxUckXh/L0XatLSNqNLe4oTOe1usDx6Z1+/l5JXX1ENLNtNuuO9OuoYQcqVvx0eP5SNVjPuozSxDiICeSCJ2pc+AMSd+WKO2jtrTZe5PahngKRiwERuFI8MRJsxQfcWpLLCw+6sCZFc5nCfAWHFl8JN0I2qDDPB8xlmOsKCrtGmwaG9JrrLjk9DDwmuo0t8Dz0Z94DeUj7ISoaiIkP8Mhadfar7YmHR5yGCxiJ/wsElxEssHRldQO8WI5cKytfLRFCUfMMOhTPtrSZj/qmYC4WCU2sm5tSz2DTaW0XbO4ZRfyfmDTjzmNY0k83pTMOiRmElJk2rW0MY4UWHjfNNoqdp6cDm7zjgPKoDqNXfB8BJJ4vby8oh46Me12VxFCihFoBLVdFzl2maThUz4WGfTVq9RnliDEV3yE8nFhya70Y2L25EkCZ2x5v0fo+UgsZ93a1j16eq7Zbruu0Qaxt4qPTuAM359YvH5RVD6SbgQJ1N5Udy8S4FCkb5oUH7O2XiPtuk7roK1u23Xr5z16Zl7NNZe1rzwhJD9hadezdfJ8dNTcsn7Ga+eBZz549UgtPcxgjI1UOrZd9waidHQ9Hy0Z+L3KR96DxEbWORvYM57iY51a43oBKTa22q7rtYG3wvPRkgAyQooERXVscoM8H8VDrdDi49iQ/j1r4jUOTmrZdu0EsrWTrql8JKQI3LRrT9s1glt0cnRdio/O+kzWzzigoPIxH1ascG+77Ta1e/dunRx377336o/Nzc2pl770periiy9We/fuVc973vPUAw88EPjvDxw4oPr7+9W+ffvcXw8++GDJPwUpEywO4M3iFh+pFOlqBhprOj0fLdlsUvlI6uD5CE7Pou2ahzW2tvVgz44T9ZUVKlNTez4O8nqR7mT98GCg56OJtmsEzoAT0/M90XYNEQPGXfF8RDcVoPKRkGIYDgicmXEKkbVru3Zsi1BIZbdFPqyYJW688Ub1jW98Q+3atavj429605vUT3/6U3Xfffepl7zkJeqWW24J/Rrj4+O6cCm/LrzwwhJeOamy9RqnsyfOtk5ouZnulcCZplXvd4fysUaLbtJ7no+ttuvW4qlOG8ReAQcqZ8TT1pLxzWZEebBmDcde0t2+j1MBno8S4FCkegjFOHDcWVenAaFm+DVQo7ELRYVzxofU4dOtYuuB4zP6dyofCTHXdi2WEfVJu17ddl0X1aatWDFLXHfddWr79u0dH1u7dq164QtfqNWQ4Oqrr9YKR0LA+c7i4GdHz1ilhCPlBM5Y4/noSWtjwYDYalMBTuvAGXo+2grGD/G05fsTjyz+0XIt60RCutH3MVL5WHDaNTiWofjozi01aruW1usjUy3l44Fj01oJuWPjcNUvi5CuQCxRvGnXbb/aRs3arlfUysoKA2cKoDYr3I9+9KNa/RjG9PS0uvLKK9VTn/pU9cEPflAtOUEkpDvZNdkqPv78yFn9Ows/3Y0M/rYVH0eHqHwkdrNuuLHa89E5ySWWFR9F+cj3J/GmhsbvpNuVj/B8RBJzUPFxuEDLgTxt13U92ELi9eNn57VqE8rHc9cPU8xASEH09a3RhTqv8rF9cFI/z0exemPxMR+1mCX+8A//UPs9fuhDHwr8+23btqlHHnlEffe731Vf/epX1T333KM+8pGPBH7u7bffrlWW8uvs2VbxitQL8WT52ZGW8pHFx+5GCntu2rUlAz+Vj6Q2ykft+djawLJQbh94T6bZdp1e+WjJXECIKc9H1B3PejzTwGzTCZwZKE49tG5tQ7cYZmm7Fj+0OrVdS+I1Co+Pn5nXno+72XJNSOFzdUfbtTt21WPulsP6xeVlV8Fpyx60rlg/S3z4wx9WX/jCF9SXvvQlNTISbAI8NDSkNm/erP+8ceNG9frXv14XIIN4+9vfrg4dOuT+GhsbM/r6iRl2bWwtEA6dbKXUcTPd3ciC1vVE67dQ+VizRTfpDbCh9Csf66ZO6QWGBtrKR74/8UjRkcVH0u3KR+D3fTShHoJ9wabRoUxp126YWQ2Vj+CHj0zpawo/eUJIcaDIKK3Wnartunk+tlqu61Q4tRWrZwmoFO+++271la98Ra1fvz70844ePaqazdbEPD8/r4uVl19+eYmvlJTNxMiA2uAsygALP92NtCG2lY991ikfWTAgdfF8ZNu1fWDTLi09HEvikcW/LRYchJha64JTvuKjqdAGtF4fz9B2vSBzSw09H8G39x/Xv1P5SEixYIzqSLuucdt126+S6448WHH1br31Vt0CDSXiDTfcoC666CL953e84x3q1KlT6vrrr1f79u1TV111lftv3v/+96s77rhD/xlJ2Sg27t27V3s+bt26Vb3nPe+p8CciZeBNpOMGpLuR4rKcOtnyfnsnTxbAiY3gvoQvXkv5yLZrW/GOaRxL4pHFP5WPpNvbrsGp2U41YnsTXOz9v2lssOfarsG395/Qv1P5SEjx+6TZGqddN/r63DGOysdisCJq6GMf+1jgx5EqFAZCZYSXvexl+hfpPd/Hew+esqoYRczgVwLZUjzB60KhYGFx2ZrXREiQ+vEM066txltw5FgSjyz+GThDeqHt2q98nGkWn3YNJseGtDIJBYI0hc26zi3etmuw2wmzJIQUA8YRKdoBt4BXk7TrwcYaV90tno889MxHvWYJQkKUj1SKdDfeBS3ea3gT2cKos0BnAZzY7Pt4epZp1zbjncPEY4iEI4bv3ASQbmb9sFN8nA1uuy5agSOJ12lbr6XteqBubdeO8lHCxHdupPKRkCLBAUlQ2nVd1INe5eNc00m7rolq01a4Wya1Zfdke5HA4mN3431/bSvyifKgbif+pPeUj9IaR2WdfQw1vBYOXNgmVj7yWpEe8HycmulshRYPNRNt1yBt63Vd267HhhpqfKi1hts2sZaHGYQYmKvhZ41UeTDrjF21abt2A2fano9cd+SjXrMEIaGejxwIuhlvscS291oSr1kAJ7YyDuXjXLOtTmHx0eoxjsrHeNh2TXqB9SOO52MJaddgcnRI/34iZeJ1XduuwRZH/Ui/R0KKRw5IpN26bmnXsjbTxcdmvV67rdRvliDEwZtKx8JPd1MH5SPvQWIr64YH9IJP/GpY3LLc85FjSSyy+KdSifRi2zXGcozjRRf7pO362NmMbdc1nFsk8ZpJ14QUjxyQiFq7bmnXDWeMXVxm4ExRcIVLasuGkQGt6AFsI+xuvAts24qPVD6SOng+etUsspgi9sDAmXRI0ZHFR9LNYIOOgl6Q8tHEBthtu06tfHTarms4dknojLebihBS7EHh3ELrgEIOwUcG6hE4IwcqzUUGzhRF/WYJQhwQOnK+k0xXx9NWkhzv+ztoq/Kxhotu0husWzvQUXzkvWp74Azfnzik8DLEtmvS5evcieFBNTXr93xcKjzpWtKus7RdL9a47XrrROtnPt/jI08IKQYpMs40O5WPdWldljGtCeVjzV67rdSj7ExICDc8eauaGB6wKv2YGG67tuzE6doLN6kzc03rFJmECKIQlxABHtbYh3f8sO2AxUZ2bhpRl2wZV1fs2lj1SyHEKOtHBlYpH7EJNrEBztp23fZ8rN/c8oyLJtV/u/8x9dSdG6p+KYR0cdt12/Oxv29NbcaKRl87cGau2foz267zweIjqTW/ff1F+hfpocAZy07WX/eM8/UvQmz2fPS20mHhR+yCysf0KbV//6+vq/plEFKK7+OB4zMdH4OKaHyoNa4XXShAiFPatOuFGrddX3vhpPraO6+v+mUQ0pWslcAZp/g421xUIwP9tRENyZgGdfdsa5hj8TEn9ZslCCG97fnINjtCMikfp2abupBfl0VfL+E9VBls8P0hhLSVj2i7Xllxdr7ORt5EYAPmhk2jQz3Vdk0IMQcKjX7lY53alt2266UVj+cjx7k88OoRQqzH5rRrQuri+Qjq0urS24Ez9VmYE0LMAs9HbHxl826y7VpCZ473UNs1IaS8tGtTByfGA2egfHTGYFFzkmxwF08IqY3nBhhqcNAnJA3jnuIjk67txDuuDVD5SAjxKB/BqdmW7yMUkDNNcxv4TaOD6th0p9Kym9uuCSElpF07qsHZJg5O6uP6J2vmxaUV/doB267zwVmCEGI9aAUSZRDDGAhJx7rh9kKPm8M6KB/5HhFCWmyQ4uNMqxV6fnFZoS5oIu0abBwdUguLy2rao7SMg23XhJAgZJzytl3XSfko6zGtfGwuaTEMx7l88OoRQmo1AbDtmpDsysdBtsVZCQNnCCFBTIy0EqinnMRr2cSvNaS+mRxrfb80rddsuyaEBCEqQRm3tGVEjZSDDWm7Xm55PtbptdsKV7iEkFogi1oWHwlJxzoncAaw7dpOvGpHqrsJId60a2/btXinGWu7doqPx1IkXsOTEvDghBAS1HaNoqO2jFhYrFXgjNh+NReXdfGRfo/54SxBCKkFbLsmJBujgw0lAddUptgJ264JIZGej47yUUIPTBUf0XYN0iReo00bsPhICAkOnFnSlhHL2jKiv1a2X1g3Ly632q6ZdJ0fXkFCSC2QRS0DZwhJR1/fGjU+1FI/cnNoJ15F9wAPWAghDuuHW0rEU7OtYqAbemBY+Zim7Robc8DDLUKIFyk0zjYXjR+cmKLR16fV3XVrGbcVrnAJIbWAno+E5Pd9pHK4Dp6P3MATQjqVj37PxxFTno+O8vF4CuUj264JIXFt1+206PqkXcuaDL62c81lFh8LgLMEIaRWm/MhSt4JSc244/so/jXELth2TQgJYiKk7dqU8nGjq3xk2zUhJB9Yz/T3rdGHJjM1VT5iXFuE8lG3XdfrtdsIZwlCSC2QRS035oSkZ50TWsDNoZ2Iohsn7PAYIoQQAMsMbN6l7Vo28MODZtRDm0ad4uM0264JIfnAegZqQRTuTB+cmEy8XlhabrVd1+y12wh3IYSQeqVd89SJkMyJ12y7thPxsuXhCiHEv3mfGB5wlY9u2rWhtRCUPWNDjVTKx+ai03bN+YUQ4gMFu5bysTV21a11WSsfl5fV3CI9H4uAswQhpF5t11zcEpKadY7nI9uu7R7fuHknhPhZPzygpmZbxce5pvnWxY2jgyk9Hx3lYx/HL0JIJyNSfCxh7DJVfJyeX1IrK63DGZIPzhKEkFrAtGtC8ns+su3aTkTxyPeHEBLk+9hWPppvXUTidZq06+ayBM7wcIsQ0oluu15op13XrXUZ49pp5/CHxcf8cJVLCKkFonhk2yghOTwf+fxYiYxrbLsmhAQpH/2ejyOGPB/BptEhdWJ6Qa1A6pOA5uKyglUtvCkJIcQLlI5ez0eTY5cJGn196sxcPVvGbYSrXEJIzZSPHLYIyax85ObQ7uIjxzdCiI/1I4NqrrmsW66xiTe9CUbozOLyijo929pwJ2m7Rss1w7IIIX5QbPS2XdetgDfgBM6A4UGu0fLCK0gIqQUsPhKS3/ORbb32p10TQogXBM4A+D66oQ2G267BsYSJ19iYc+wihASBVmWoHtF6Xc+26/a6uW6FUxvhLoQQUq/AGQ78hKRmXIqPLN5bCZWPhJAw1o+0xm/4Prbbrk0WH4f070kTrxeXVji3EEICwVjlVVLXLXCm4TlYoedjfjhTEEJqdfJETzRC0rNuuNV2zefHThg4QwiJ8nwEp2YW3LRr023X4ERC5aNuu+bYRQgJQIqNx53xpG7FR+/YxuJjfjhTEEJqwaBz8jQ0wGGLkKzKxwY9H60EXmkoQHIDTwgJ8nwEp3Tb9ZJaO9Cn+gyO5W7bdULlY8vzkXMLIWQ10mYtSmq2Xfc2XOUSQmrBhtFBhbWteNcRQpKzeXxIp5FK+x6xjw2jA2oD3x9CiI8JZ1yYctquTafFIu06adv18vKKevzMvFpbs4ICIaQcROl4YnqhlmnXXj/buhVObaRe7z4hpGd5/TPPV8/ac446Z7y1KCaEJOfc9cPqr269Rl2ydbzql0JCuOv1V7nt8YQQsqrtenZBBzeYVt+I8jFJ2/XXf/64enRqTr352RcafU2EkHoi49Vxp/hYN/Vgg8rHQuEqlxBSC6B4fNquDVW/DEJqyxW7N1b9EkgELAwTQqLark9q5eOicfXNBuf7HXOKBVHc9a2HdFfKTVfvNPqaCCH1ZNhROh47O69D9fprZtHgtZSg52N+2HZNCCGEEEIIIVYHzjS18tF0YAMKBBPDA+r42Wjl40PHp9X/99Oj6pefuEVt3zBi9DURQuqJjFdn5hZrFzazyvOxhq/fNlh8JIQQQgghhBALWecUH6fQdt0033Ytidfi0RbGp771kFpZUerma3cbfz2EkHriLTiO1FA5yLbrYmHxkRBCCCGEEEIsBG2K69Y2tPKxFThTQvFxbDAycAbt33/5vYPqos1j6toLNxl/PYSQeuIt2NVROTjoCZxZO8DSWV54BQkhhBBCCCHEYt9HKBHnF5dLSYvdCOXjzIJaWl4J/Pu/u/dRdXpuUd18zS61Zk29PNwIIeXhHa/qlnQNqHwsFhYfCSGEEEIIIcRSNowMqMem5koLPdg0NqRbqk/NrFY/rqysqE9+84AaG2qoX3vqduOvhRBSX4YH6128a3iVjzVUbtoGi4+EEEIIIYQQYikTI4Nqarap/1xG2/XkaCvx+niA7+N3D5xUPzl8Rt34tO26AEkIIWEMDzRq3nZd7+KpbbD4SAghhBBCCCGWJ16XVXxE2zUI8n2E6hG8+ppdxl8HIaSLAmdqWHxs9LXKZY2+NR3J1yQbvIKEEEIIIYQQYinrRwZKVQ+h7Rocn57v+PjhqTn15R8dVs/aM6kuPGfM+OsghNQbb8GxjsrHgUar7Zqqx2Jg8ZEQQgghhBBCLKVs5SPSroOUj5/99kM6hObma3Ybfw2EkPozXHPl44CjfBxi8bEQWHwkhBBCCCGEEIs9H4UyFDibRkX52C4+zi8uqc9+52G1fcOwuv4Jm42/BkJI/fGOV3VUDw44gTPe4BySHV5FQgghhBBCCKmB8nF4sFGi8rHddv3lHx5Wx84uqFdfvUv197UTYAkhJIxGf58b2lLG2GXi9de1cGojLD4SQgghhBBCSA08H8toXdwwMqjWrOlsu/7P3zyghhp96jeu3GH8+xNCuq/1upZt16J8ZPGxEFh8JIQQQgghhBBLKTtwBspGFCBPOG3X9x86pb7/8Cn10n3nqfWeFnBCCIljpNbFx1a5bC2Lj4XA4iMhhBBCCCGEWMrEcLvgN1LSJnjT6KA65qRd3/Wth/Tvr75mVynfmxDSPciBSR3Vg27bdQ0LpzbC4iMhhBBCCCGE1KLtuhzfNPg+ou0a6scv3veoumLXBvWU8yZK+d6EkG5UPtbP83HQabte22DxsQhYfCSEEEIIIYQQS5noCJwpZ/uGxOup2ab6zP99SC0sLqubr91dyvclhHQXonisY2J0o4/KxyKx4g647bbb1O7du9WaNWvUvffe63785z//ubr22mvVxRdfrK688kr1ox/9KPRr3HnnnWrPnj3qwgsvVG984xtVs9ks6dUTQgghhBBCiDnfsbGhRqmJsZJ4/eff2K82jw+pG568tZTvSwjpLmTMGh6on/KxIcrHGraM24gVxccbb7xRfeMb31C7dnX6iNx6663qTW96k/rZz36m3vWud6nXvva1gf9+//796n3ve5+655571AMPPKCOHDmiPv7xj5f06gkhhBBCCCHEvPqxPM/HIf071I+vumqnGmxYsW0khNQMGbPqGDgzKJ6PLD4WghWzyHXXXae2b9/e8bGjR4+q733ve+qmm27S///yl79cHTx4UBcX/Xz+859XL37xi9XWrVu1evLNb36zuvvuu0t7/YQQQgghhBBi2vexrPa/jY7ycaB/jS4+EkJIr6VdtwNnrCib1R5rryIKjdu2bVONRkuei6Lizp071cMPP7zqc/Exr2oSLdxBn0cIIYQQQgghdSw+9q1RaqgkBeLkaKv4+CtP2aY2j68t5XsSQro47bqGxUccvgAGzhRD/Rrvc3L77bfrX8LZs2crfT2EEEIIIYQQEsVvPn2nunzHBi3IKIOrL9iknv+kLepf/fKeUr4fIaQ7efHec9XyilLnTgyruvHEbevUS/adq55Pz9vuLj7u2LFDPfbYY2pxcVGrH1dWVrSaEepHP/jYgw8+6P7/gQMHAj8PvP3tb9e/BH+7NyGEEEIIIYTYxIsuO1e96LLyvt+G0UH18ddcUd43JIR0JVddsEn/qiMImvnoKy+v+mV0Dda2XW/evFk99alPVZ/+9Kf1///1X/+1LhRedNFFqz4XfpBf/OIX1eHDh3WR8o477lCvfOUrK3jVhBBCCCGEEEIIIYQQq4qPSLVGYfHQoUPqhhtucAuMH/vYx/Sviy++WP3RH/2R+sQnPuH+m1tuuUUXHMEFF1ygPvCBD6hnPOMZ+t+ec845+msSQgghhBBCCCGEEEKqY80KpII9jBQ9CSGEEEIIIYQQQgghxdbXrFA+EkIIIYQQQgghhBBCug8WHwkhhBBCCCGEEEIIIUZg8ZEQQgghhBBCCCGEEGIEFh8JIYQQQgghhBBCCCFGYPGREEIIIYQQQgghhBBiBBYfCSGEEEIIIYQQQgghRmDxkRBCCCGEEEIIIYQQYgQWHwkhhBBCCCGEEEIIIUZg8ZEQQgghhBBCCCGEEGIEFh8JIYQQQgghhBBCCCFGYPGREEIIIYQQQgghhBBiBBYfCSGEEEIIIYQQQgghRmDxkRBCCCGEEEIIIYQQYgQWHwkhhBBCCCGEEEIIIUZg8ZEQQgghhBBCCCGEEGIEFh8JIYQQQgghhBBCCCFGYPGREEIIIYQQQgghhBBihDUrKysrqocZGhpS55xzjupWzp49q8bGxqp+GT0Jr3118NpXA697dfDaVwevfXXw2lcDr3t18NpXB699dfDaVwOvO8nC448/rubn5wP/rueLj93O9u3b1aFDh6p+GT0Jr3118NpXA697dfDaVwevfXXw2lcDr3t18NpXB699dfDaVwOvOykatl0TQgghhBBCCCGEEEKMwOIjIYQQQgghhBBCCCHECCw+djlvf/vbq34JPQuvfXXw2lcDr3t18NpXB699dfDaVwOve3Xw2lcHr3118NpXA687KRp6PhJCCCGEEEIIIYQQQoxA5SMhhBBCCCGEEEIIIcQILD4SQgghhBBCCCGEEEKMwOJjF/Pzn/9cXXvtteriiy9WV155pfrRj35U9UvqSm677Ta1e/dutWbNGnXvvfe6H+f1N8/c3Jx66Utfqq/x3r171fOe9zz1wAMP6L87evSoesELXqD27NmjnvKUp6ivf/3rVb/cruL5z3++uuyyy9S+ffvUs571LPX9739ff5z3fXl84hOf0OPO3/7t3+r/5z1vHoz1l1xyib7v8etzn/uc/jjve7PMz8+rt771rfrevvTSS9VNN92kP87rbpbjx4+79zp+4To3Gg114sQJjjcl8D/+x/9QT33qU/W1xzX+5Cc/qT/Oa2+eL3/5y+qKK67Q65yrr75a3XffffrjvPbV76E47pu99mEfB7z2JDfwfCTdyfXXX7/yiU98Qv/5r/7qr1auuOKKql9SV/K1r31t5eDBgyu7du1a+f73v+9+nNffPLOzsyv//b//95Xl5WX9/3/6p3+68uxnP1v/+XWve93K7//+7+s/f+c731k577zzVhYWFip9vd3EyZMn3T9/4QtfWLnsssv0n3nfl8P+/ftXrrnmmpWrr7565W/+5m/0x3jPm8c/zgu8783ytre9beWtb32rO9Y/9thj+nde93L54z/+45UXvehF+s8cb8yCe33Dhg0r9913nzvmDw0NrZw+fZrX3jAnTpxY2bhx48oPf/hD/f9f//rXV5785CfrP/PaV7+H4rhv9tqHfRzw2pO8sPjYpRw5cmRlfHx8pdlsuouYLVu2rPz85z+v+qV1Ld5Bmte/Gr773e/q9wGMjo66G1Rw5ZVXrnzlK1+p8NV1L1iI7N27l/d9SSwtLa0897nPXfne976ni+1SfOQ9b56gxTjve7OcPXtWX9+pqamOj/O6l88TnvAEjjclgfsZBTAUAgCKkOeee+7K/Pw8r30Ja8k9e/Z0fAxjzT/+4z/y2le8h+K4X96hqv/jvPakCNh23aUcPHhQbdu2TbfHAEind+7cqR5++OGqX1pPwOtfDR/96EfVS17yEt0q1mw21datW92/QwsBr3+xvOY1r1E7duxQ73vf+9SnPvUp3vclcfvtt6tnPOMZ6mlPe5r7Md7z5d73aP19wxveoB5//HHe94Z58MEH1caNG9Uf/uEf6jZI2Dz8r//1v3jdS+ab3/ymOnnypHrRi17E8aYEcD/D1uFlL3uZ2rVrl3rmM5+p267PnDnDa28YtFTjHsc9D774xS/q675//35e+xKIGts57lcHrz0pAhYfCSFdATam8Hv80Ic+VPVL6RnuuusuvRj5gz/4A/Wud72r6pfTE/zwhz9Uf/3Xf63e+973Vv1SehL4e91///3qn/7pn9Tk5KS6+eabq35JXc/i4qJ66KGH1JOe9CT1ve99T/3Jn/yJ+o3f+A39cVIed955py68y8aTmAX3N+bWL3zhC/r+R8H91a9+Ne/7EpiYmFCf//zn1bvf/W59yPc//+f/1OPP2bNnq35phBBSa7iC6FKgRnrsscf0IgULRbTY42QCJxTEPLz+5fLhD39YL9C/+tWvqpGREf0L1/3w4cPuCfWBAwd4/Q2BAsyb3/xmtX37dt73hrnnnnv0vQxlBsA9/qY3vUl94AMf4D1fAnI9BwYG1Nve9jZtus7x3iy4jn19feq3fuu39P9ffvnl6vzzz9cFGV73ckDR5S//8i/Vd7/7Xf3/mzZt4nhjGAQ9PProo+q6667T/49wB8yxOPzgtTfP9ddfr39J4BWuNToOeO3NEzWnrlu3juN+RXCtQ4qAyscuZfPmzToh79Of/rT+fyhlsGi56KKLqn5pPQGvf3mgBfXuu+9WX/nKV9T69evdj7/iFa9Qd9xxh/4zNkyPPPKIevazn13hK+0eTp06pTdFAtKWsRnlfW+et7zlLXrxhw0PfiGF8+Mf/7j+OO95s0xPT+t7X8C4g0IY73uzQGH63Oc+V/393/+9/n+0PuIXCgG87uWA9t+9e/eqJzzhCe7HON6Us9H/53/+Z/3/6OyABcEll1zCa18CuPbCv/23/1b90i/9kh5beO3NEzWncr6tDl57UgiFOEcSK/nJT36ik1Bhmvy0pz1t5f7776/6JXUlb3rTm3TaXX9//8rmzZtXLrzwQv1xXn/zII0Nw9gFF1ygA0/w6+lPf7r+u8OHD68873nPW7noootWnvSkJ6387//9v6t+uV3DgQMHtMn6U57yFJ1yjfATMaXmfV8u3sAZ3vNmefDBB1f27du3cumll+p7/8UvfrFOoAW8781f++c85znumPP5z39ef5zXvRyuueaalb/4i7/o+BjHG/N89rOfde95/P6Zz3xGf5zX3jy33HLLyiWXXKLX9DfddNPKyZMn9cd57avfQ3HcN3vtwz4OeO1JXtbgP8WUMQkhhBBCCCGEEEIIIaQN264JIYQQQgghhBBCCCFGYPGREEIIIYQQQgghhBBiBBYfCSGEEEIIIYQQQgghRmDxkRBCCCGEEEIIIYQQYgQWHwkhhBBCCCGEEEIIIUZg8ZEQQgghhBBCCCGEEGIEFh8JIYQQQgghhBBCCCFGYPGREEIIIYQQQgghhBBiBBYfCSGEEEJI7Thx4kTVL4EQQgghhCSAxUdCCCGEEFILlpeX9e//8A//oG644Qb1pS99qeqXRAghhBBCYmDxkRBCCCGEWM/Kyorq6+tTp06dUu95z3u08vHrX/+6+vGPf1z1SyOEEEIIIRGw+EgIIYQQQqwvPK5Zs0YdO3ZMveY1r1Gve93r1Oc+9zm1f/9+ddddd6kf/ehHVb9EQgghhBASAouPhBBCCCGkFoXH17/+9brd+uabb1ZXXHGFeu1rX6sLkJ/+9KdZgCSEEEIIsRQWHwkhhBBCSC0Kj89//vPVb//2b7t/94IXvEB//Be/+AULkIQQQgghlsLiIyGEEEIIsbbwePz4cfWGN7xBvfCFL1Rvfetb9d8dPXpUzc/P6z9DCXnLLbewAEkIIYQQYiksPhJCCCGEEOtA4XFqakr9+q//unrWs56l3vzmN7t/B/Xjbbfd5v7/8573PF2gZAGSEEIIIcQ+WHwkhBBCCCFWgmTr3/qt31JvetOb3I995StfUffdd5/6/Oc/rz772c+6H0dLNguQhBBCCCH20aj6BRBCCCGEEAIWFxd14fDxxx/Xv2699Vbt6Sj83d/9nfroRz+qf0dbNgqOg4OD6sYbb9R/j/8Hd955p/46N910k3ryk59c2c9DCCGEEEKofCSEEEIIIZbQaDTU6Oio6u/vV3/xF3+hC4hgZmZGffKTn1R//ud/rj784Q+rJz7xifrzNmzYoH7nd35HFxsFKiAJIYQQQuxizQqOjQkhhBBCCLEIFBwfe+wxdd5556l77rlHvfjFL1Z/8Ad/oN7xjneon/zkJ7ro+Ja3vEWdc8456pWvfKX6N//m36g3vvGN7r//8pe/rD7xiU+oPXv26H+DQiUhhBBCCCkftl0TQgghhBBrQKERfo5XXHGFevWrX60/dtVVV6l/9+/+nfrP//k/q5GREV1YRDv2y172Mv33d999t3rJS16i/w4ekeAFL3iBLmCidfvXfu3X1NOe9rRKfy5CCCGEkF6FxUdCCCGEEGINW7duVWfPnlV/+7d/q7Zt26Z++Zd/Wa1bt07dcsstanh4WL3zne9Ur33ta9Vv/uZvuv/mkUceUdu3b1e/+7u/q57+9KdrNeSJEyfUZz7zGXXmzBntD0kIIYQQQqqBbdeEEEIIIaRysCRds2aN/jPaqhEsMz8/r17xileoX/mVX9EfX1hY0AnX8H38oz/6I/WiF71It1Z/7nOfU3fddZfq6+tTk5OTav/+/bpl+2c/+5nasWOHuvbaa3XhkhBCCCGElA+Lj4QQQgghpFRQFPyv//W/qksvvdRNqBaWlpZ04MxPf/pTtwCJNGspQCIRG+3X//7f/3t1/fXXq8OHD6vbb79d7dy5UzWbTTUwMFDRT0UIIYQQQoJg2jUhhBBCCCkVKBTf/e53q//23/6b+7Ef/OAH6nWve5364Q9/qP//kksuUf/qX/0rtXbtWu0B+aUvfclNxL7pppv036EIecMNN+jC4/LyMguPhBBCCCEWQs9HQgghhBBSGmi6ueiii9TXvvY13Ta9efNm9d73vle9613vUtPT02rv3r3u50oB8k//9E91ARJAAYmC5Kte9SrtDSlNPChoEkIIIYQQ+2DbNSGEEEIIKRVprb7vvvvUc5/7XF2MvPzyy9Wf/dmfdfy9t037T/7kT9Ts7GxHC/bU1JQaHByknyMhhBBCiMXwiJgQQgghhFQCVI7Pec5z1P3336/TqoMKj+Diiy9Wt91226oW7ImJCf0xQgghhBBiLyw+EkIIIYSQ0vAWF//lv/yXurD4zW9+U4fL/P7v//6qwqO/ADk0NKQLkF/+8pf1x5GQzUYeQgghhBB7Yds1IYQQQggpnd/+7d/WPo3wcwQoQL7kJS9Rb33rW3URMgykYP+H//AftN/ji1/8YvWKV7yixFdNCCGEEELSQuUjIYQQQggxAhKowQMPPKD+03/6T/p38Du/8ztasSiFx/n5eXXttdfq9Ov/+B//o/rABz4Q+jURQvO2t71N//tvfetb6uTJkyX9NIQQQgghJAtUPhJCCCGEECOFR0mgRnv1HXfcoT71qU+p06dPq//zf/6P+uxnPxvYYp1UAfnzn/9c/eAHP9CJ2QidIYQQQgghdsLiIyGEEEIIKRQsL6FMBB/60Id0WvUTn/hEdeedd+p269/8zd9U55xzjvrYxz6mTpw4oX784x9r5eNLX/pStW3bNvXtb39bFxXjCpDeAichhBBCCLGTRtUvgBBCCCGEdBdSeHzve9+rHn30Ua16RFAMlI5oq969e7f2a9y3b5/6xS9+odutUXAcGxtTr3zlK9VVV12lP4YCJL7W+9///sDvw8IjIYQQQoj9sPhICCGEEEIKZXFxUX39619Xf/zHf6z+7M/+TBcem82mesc73qEmJia05yNSr3/t135NFxqhhEQbNtSPAwMD+u/w8S9+8Yu6SIn/j/KBJIQQQggh9sLiIyGEEEIIKZRGo6Ge+cxnqo9+9KPqgx/8oFYvvu51r9N/h+IiFIu/+7u/q9uzX/jCF6q1a9eqV73qVe6/h0JyYWFBXXPNNeruu+9Wz3/+89Wv/MqvqKuvvrrCn4oQQgghhGSBxUdCCCGEEFI4CIF54xvfqIuNaJvetGmTOnXqlPqbv/kbtX//fp1+/Xu/93u6MAl1oz98Bv8excm77rpL///MzExFPwkhhBBCCMkDi4+EEEIIIcQIKChC8YgC4y233KI2btyofvKTn+i/Q2Hy7Nmz6p3vfKcuMv6Lf/EvdKFSmJ6eVv/lv/wXdcEFF6gvfOEL6tJLL63wJyGEEEIIIVlh8ZEQQgghhBgDLdY333yzLiy++93vVn/3d3+nXvKSl+i/+9f/+l+r8fFxrYCEryMUkPCHBKOjo7rV+txzz634JyCEEEIIIXlYs4KjZkIIIYQQQgyyvLysPvnJT+oW7A996EPqpptu0h9HEM2ePXvUiRMndMDMc57znFX/FstVSdAmhBBCCCH1gspHQgghhBBSmgIShUQoINetW6d+9Vd/Vb30pS9VH/nIR7Ti8fzzzw/8tyw8EkIIIYTUFxYfCSGEEEJIaQXI1772tboA+Za3vEW3VkMF+fKXv7zql0YIIYQQQgzB4iMhhBBCCCm9AAkQNoMCJGBrNSGEEEJId8LiIyGEEEIIKT0FGy3YMzMzOtH66quvVuvXr6/6ZRFCCCGEEAMwcIYQQgghhFTC9PS0mpqaYqI1IYQQQkgXw+IjIYQQQgghhBBCCCHECH1mviwhhBBCCCGEEEIIIaTXYfGREEIIIYQQQgghhBBiBBYfCSGEEEIIIYQQQgghRmDxkRBCCCGEEEIIIYQQYgQWHwkhhBBCCCGEEEIIIUZg8ZEQQgghhBBCCCGEEGIEFh8JIYQQQgghhBBCCCFGYPGREEIIIYQQQgghhBBiBBYfCSGEEEIIIYQQQgghygT/f506oR/WCGWlAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.6一图多线",
   "id": "add6e99f654cc35f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:32:18.337106Z",
     "start_time": "2025-02-25T13:32:18.187884Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "plt.plot( x, y1, color='red', label='自己' ) \n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 ) # grid()函数可以设置网格线的颜色、线宽、透明度等属性,如果想设置线宽，可以用lw参数，颜色用color参数，透明度用alpha参数\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) # 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='center left' ) #legend()函数可以设置图例的位置、字体、颜色等属性,位置参数loc可以设置为'upper left'、'lower left'、'center left'、'upper center'、'lower center'、'center'、'best'等\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "15f2aca9ea3fae6a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.8 多个子图",
   "id": "1a6b734e1925fe15"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:34:51.194757Z",
     "start_time": "2025-02-25T13:34:50.976797Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x =np.arange(1,  100) # np.arange()函数用于生成等差数列,从1到100,步长为1\n",
    "fig,axes=plt.subplots(2,2) # 建立子图,2行2列,fig是整个图,axes是子图的列表\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1] \n",
    "ax3=axes[1,0] \n",
    "ax4=axes[1,1]\n",
    "\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) \n",
    "ax1.plot(x, x) \n",
    "ax2.plot(x, -x) \n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) # 设置网格线的颜色、线宽、透明度\n",
    "ax4.plot(x, np.log(x))  \n",
    "plt.show()"
   ],
   "id": "bd89b9cb90089c83",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T13:36:46.948527Z",
     "start_time": "2025-02-25T13:36:46.753365Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig.add_subplot(2,2,1) # 2行2列,第1个子图，add_subplot()函数用于添加子图\n",
    "ax1.plot(x, x) # 画图\n",
    "#新建子图2\n",
    "ax2=fig.add_subplot(2,2,2) \n",
    "ax2.plot(x, x**2)\n",
    "ax2.grid(color='w', linestyle='--', linewidth=1,alpha=0.3) #color有r,g,b,c,m,y,k,w五种颜色，分别代表红、绿、蓝、青、品红、黄、黑、白\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x)) \n",
    "plt.show()"
   ],
   "id": "3ddd24f53a126c5c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8 散点图",
   "id": "24638686fed3b789"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:22:09.169021Z",
     "start_time": "2025-02-25T06:22:09.104413Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' ) # label参数设置图例的名称\n",
    "# 调整x轴的刻度\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x] # _xticks_labels是临时变量，用于设置x轴的刻度标签\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 ) # 步长为3, 显示3月份的日期\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font , loc='lower right' ) \n",
    "#显示网格线\n",
    "plt.grid(alpha=0.4)\n",
    "plt.show()"
   ],
   "id": "6f6a3643b4bf45d8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9 条形图",
   "id": "da4dccef0a96fdc2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:04:50.676742Z",
     "start_time": "2025-02-25T14:04:50.567584Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(b)),b,width=0.3,color='r') # 绘制条形图,参数分别为x轴的位置、高度、颜色\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形图的高度\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\") # 加标注，ha参数设置水平居中,参数分别为x轴的位置、高度、标签、字体、颜色、字体大小\n",
    "plt.show()"
   ],
   "id": "47867ce803193067",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:29:52.735606Z",
     "start_time": "2025-02-25T06:29:52.731615Z"
    }
   },
   "cell_type": "code",
   "source": "list(zip(a,b))",
   "id": "988f71314594bc6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('流浪地球', 38.13),\n",
       " ('疯狂的外星人', 19.85),\n",
       " ('飞驰人生', 14.89),\n",
       " ('大黄蜂', 11.36),\n",
       " ('熊出没·原始时代', 6.47),\n",
       " ('新喜剧之王', 5.93)]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10 直方图",
   "id": "68e5e36f3be8ff12"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T14:06:18.436905Z",
     "start_time": "2025-02-25T14:06:18.274476Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1）准备数据\n",
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "print(max(time),min(time))\n",
    "# 设置组距\n",
    "distance=2\n",
    "#计算组数\n",
    "num_bins=int((max(time)-min(time))/distance)\n",
    "print(num_bins)\n",
    "# 2）绘制直方图\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "plt.hist(time,num_bins,rwidth=1) # rwidth参数设置直方图柱子的宽度比例\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()\n"
   ],
   "id": "94f28a42cd51956d",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n",
      "39\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11 饼图",
   "id": "9550f9b82ec06c59"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-25T06:41:34.683360Z",
     "start_time": "2025-02-25T06:41:34.634724Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei'] # 用来正常显示中文标签,需要系统中安装SimHei字体\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "66d62bb8150fea87",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 36
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
